{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入sns模块\n",
    "from opendatatools import sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>贸易战</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>index</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20180713</th>\n",
       "      <td>116184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180714</th>\n",
       "      <td>82081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180715</th>\n",
       "      <td>78877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180716</th>\n",
       "      <td>54992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180717</th>\n",
       "      <td>58688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180718</th>\n",
       "      <td>65819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180719</th>\n",
       "      <td>63334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180720</th>\n",
       "      <td>56309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180721</th>\n",
       "      <td>49397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180722</th>\n",
       "      <td>71581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180723</th>\n",
       "      <td>91967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180724</th>\n",
       "      <td>59715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180725</th>\n",
       "      <td>60393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180726</th>\n",
       "      <td>168489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180727</th>\n",
       "      <td>95806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180728</th>\n",
       "      <td>63451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180729</th>\n",
       "      <td>63045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180730</th>\n",
       "      <td>50285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180731</th>\n",
       "      <td>69260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180801</th>\n",
       "      <td>120521</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             贸易战\n",
       "index           \n",
       "20180713  116184\n",
       "20180714   82081\n",
       "20180715   78877\n",
       "20180716   54992\n",
       "20180717   58688\n",
       "20180718   65819\n",
       "20180719   63334\n",
       "20180720   56309\n",
       "20180721   49397\n",
       "20180722   71581\n",
       "20180723   91967\n",
       "20180724   59715\n",
       "20180725   60393\n",
       "20180726  168489\n",
       "20180727   95806\n",
       "20180728   63451\n",
       "20180729   63045\n",
       "20180730   50285\n",
       "20180731   69260\n",
       "20180801  120521"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取微博指数\n",
    "\n",
    "df, msg = sns.get_weibo_index('贸易战', '1month')   \n",
    "df.tail(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 关键词：\n",
    "\n",
    "1. 贸易战\n",
    "\n",
    "2. 疫苗\n",
    "\n",
    "3. 世界杯\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif'] = ['FangSong'] # 指定默认字体\n",
    "mpl.rcParams['axes.unicode_minus'] = False # 解决保存图像是负号'-'显示为方块的问题\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "def plot_trend(keywords):\n",
    "    \n",
    "    plt.figure(figsize=(14, 8))\n",
    "\n",
    "    for keyword in keywords:\n",
    "        df, msg = sns.get_weibo_index(keyword, '3month')    \n",
    "\n",
    "        time   = [datetime.datetime.strptime(x, \"%Y%m%d\") for x in df.index]\n",
    "        values = [float(x) for x in df[df.columns[0]]] \n",
    "        plt.plot(time, values, label=keyword)\n",
    "    \n",
    "    plt.xlabel(\"日期\")\n",
    "    plt.ylabel(\"热度\")\n",
    "    plt.title('微博指数')\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9eb0710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_trend(['世界杯'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa6f8dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_trend(['贸易战'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa8996a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_trend(['疫苗'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PBQAja9OK1UT4T+ZZJgMCAJCZ1IdXGGPeIOl31t8syW5ym93mto4+7UYfY4x5qzHmiDHmyJkzZzb4MAAYHu1x6xucsZJoBQQAIEupBitjzC2Sjltrn5D0jKSZ6I/2Svr2Jrc1o6EWkjSusPrkrnnYpqR5SVPR5yhIWtnksS5irf2AtfZma+3N+/btS+RrBIC8bLogODpjNbdMKyAAAFlJLVgZY8YlXWetfSBq1fucpBdFf3ydpAclfXzNbXVr7UlJ/yzppihczVtrA0lHjTH7jTG7JT0e3TZvjClL+i5Jn4k+djJ6rOdL+kRaXxsADILVBcEXV6xq5aImqiUqVgAAZCjNObw/qXCoxB0Kz1i9RVLdGHOXpE9ba11jzN9Lercx5hpJ90Qf9wFJb5f0Gkm/H932WwqnAXqS3hfd9r7ofmVJ74pu+6Ax5t8prHT9WmpfGQAMgM0qVpK0lyXBAABkKs3hFX8g6Q/W3fyOdffxJf3qutsWJf3SuttOanXMenzbI5IeWXfbfZLu6+vCAWBIrJ6xujRYTU9UNM/wCgAAMpP68AoAQDocz1e1VJAx5pI/mx6vao5WQAAAMkOwAoAh5bjBhtUqSZqZoBUQAIAsEawAYEg5nn/J4IrY9ERFZ5dbCoJut1UAAIBeEKwAYEg5bnDJcuDY9HhVXmC10HQ3/HMAAJAsghWAi/zj//dt/fdTC3lfBjrQ9PxLlgPHpieiXVacswIAIBMEKwAX+bWPfE3v//TjeV8GOrBVxWpmoipJnLMCACAjBCsAF3E8XyfPN/K+DHTA8YJtK1aMXAcAIBsEKwAXcf1AJ88RrIZB0/U3nQo4PU7FCgCALBGsAFyk5QU6tdCU6wd5Xwq24XiBaptMBdwzVpYxnLECACArBCsAbX5gFVgpsNKpC828Lwfb2KpiVSoWtGesovllKlYAAGSBYAWgbW2VinNWgy88Y7X5P+PT4xXNU7ECACATBCsAba01weoZgtXAczx/01ZAKRxgQbACACAbBCsAbS1vTcWKARYDr+luU7GaqGqOVkAAADJBsALQRivgcHE8X9UtKlYztAICAJAZghWANtez7V8TrAabtTacCrhNxepCw72oEgkAANJBsALQFp+xKhhaAQddyw9krbasWMVLgs+tULUCACBtBCsAbXFl41l7x3TyfEPW2m0+Anlxoudq66mA4ZLgOZYEAwCQOoIVgLb4jNXh6XE5XsBy2QHmuFGw2uqMVVSxOrvM8wgAQNoIVgDa4mB19cy4JM5ZDbKm60vapmI1EVasthpg0XR9vfX/OaIvPjGf7AUCALDDEKwAtMWtgIenxyRxzmqQxa2A2+2xkrZuBfyLzz+lT359Vl988myyFwgAwA5DsALQFg+vuHrfhCTp5PmVPC8HW+ikYjVZLalSLGh+k1bAhaarP/70sYseDwAA9IZgBaDN9cNhFdPjFU3WSlSsBlgnwyuMMZqeqGh+k4rVBz/zhM6tuCqYcNkwAADoHcEKQFt8xqpcLOjg7jpnrAaY44UVpq1aASVFwerSitXckqMPfu5Jvea7r9De8YoaVKwAAOgLwQpAW3zGqlw0OrSnrhNUrAZWeyrgFhUrKRy5PrdBK+Af/fMxOV6gX3zVDaqVi3IIVgAA9IVgBaAtPmNVKRV0gIrVQIsrVtVSJxWri1sBT5xb0T1feFo/etMhXbtvQrVyUU2PYAUAQD8IVgDa4lbAStQKuNj0tNB0c74qbGR1KuB2FatLWwH/431HJSP9m9uubz9Go0WwAgCgHwQrAG2ut+aM1Z66JEauD6r2VMBtz1hV1XB9rbQ8SdLR2UX97ZdP6MdfeJUO7A6f43q5yPAKAAD6RLAC0Ba3ApZLYcVKIlgNqnbFatszVuEuq7hq9X9+8jGNVUr6uZdf174PrYAAAPSvlPcFABgc8bj1ytqKFeesBlJ7eMU2FauZiaqkcArg/HJLH//aKd112/XaGwUuKTyndWZx8yXCAABgewQrAG1rpwLOjFdVKRUIVgOqkwXBUji8QgorVh964EntHa/op77vmovuU68U2xUwAADQG1oBAbS5fqBy0cgYo0LBhLusaAUcSI4XqFgwKhe3C1ZhxeqjX31G9x+b1//28us0Ub34PbVaqdAOagAAoDcEKwBtLS+46IX6wd11naBiNZCarr9ttUpaPWP10a8+owO7arrzBVdecp9auciCYAAA+kSwAtDm+oEqpYuD1TMEq4HkeEFHwapWLrYrVHfdFi4DXq9eKVKxAgCgT5yxAtDW8u3FFas9dZ1ZdNR0/Q1fkCM/jtf5c7J/qqrLVNXrbzq44Z+HrYCBrLUyxiR5mQAA7BgEKwBtLS9QZV0roCR9+0JTV8+M53VZ2EDT7axiJUn/8Q3fo8laWaVNzmPFkwUdLyBAAwDQI1oBAbTFwytiLAkeXI7nq1rqLATdeGj3lsG4HoUp2gEBAOgdwQpA20ZnrCTp5PmVvC4JmwirS8n8E15rBytGrgMA0CuCFYC2sGK1+s/C5btqKhgqVoMonAqYTNteHNCYDAgAQO8IVgDanHXj1svFgi6fqjFyfQA5XqBqQhUrWgEBAOgfwQpA2/pWQCk8Z0XFavA4bpBgxYpgBQBAvwhWANpc3140FVAKz1mdpGI1cJqen1jFqkorIAAAfSNYAWhbPxVQCitWpy405Qc2p6vCRhw3UC2hilXcCugwvAIAgJ4RrAC0tdadsZKkg7vH5AVWswvNnK4KG3ESrFjRCggAQP8IVgDaWhucsTqwuyZJtAMOGKeLBcHbiYMVrYAAAPSOYAWgzfWDS85YHWJJ8EAK91gl2wrIHisAAHpHsALQ5nr2klbAA+0lwQSrQeEHVi0/yYpV+Di0AgIA0DuCFYC2lh+oXLp4eMVYpaS94xWdoGI1MFpeWFlKetw6rYAAAPSOYAWgzfUCVYqXvlhn5PpgcbwwANWSGrceVb4cghUAAD0jWAFo26hiJUXB6txKDleEjcRnoZKqWBljVCsX1PQ4YwUAQK8IVgAkSdaG53bWD6+Qwl1WJ883ZC27rAZB0hWr8LGKarSoWAEA0CuCFQBJ4UAEa3XJ8AoprFg13UBnl1s5XBnWcxI+YyWFkwEZXgEAQO8IVgAkSa4fVqPW77GSwoqVxGTAQREHoKSmAkphxYpWQAAAekewAiApPF8lbV6xkqRnCFYDIa5YJbXHSgpDGq2AAAD0jmAFQNLqCO9K8dLhFfGSYEauDwYnHl6R4BmreqXYPrsFAAC6R7ACIElyo4rVRq2Au+pljVeKtAIOiFRaAUucsQIAoB8EKwCSVoPVRq2AxphwMiAVq4GQRitgrVxgQTAAAH0gWAGQtHWwklgSPEjSqFjVK8X2fiwAANA9ghUASatVkE2D1R6C1aBIY9w6rYAAAPSHYAVA0uq49c2qIAd3j+n8iqtlx8vysrCBNBYEV9ljBQBAXwhWACR10ArILquBEbfsJb8gmFZAAAB6RbACIEly262Al45bl1Z3WTHAIn9xxSrZBcEFKlYAAPSBYAVAkuTEFatNXqy3d1lRscqd4wWqFAsqFDYOwb2olYvyAtuuXAIAgO4QrABIWq1YVTZpBdw3UVW5aKhYDYCm6ydarZLCVsD4sQEAQPcIVgAkrQ6v2GhBsCQVCkZX7GIy4CBwvEDVBHdYSauDMDhnBQBAbwhWACRJLT+sVGw2vEKKdlmdW8nqkrAJxw0Sr1hVqVgBANAXghUASZLrhRWrzYZXSOyyGhRNz1c1wVHrEq2AAAD0i2AFQJLUioYWbNYKKIUVq9OLjloe7WJ5ctxAtQRHrUvh8AqJVkAAAHpFsAIgaXWP1WbDK6SwYmWt9O0LVK3y5KRQsYrPWDWoWAEA0BOCFQBJalehtjpjdYhdVgMhjTNWtAICANAfghUASWsqVlu1Aka7rDhnlS/H89ute0mpEawAAOgLwQqAJKkVjVsvbbF0drJWliQtO14m14SNNVOoWNEKCABAfwhWACSFFatKsSBjNg9W7V1HDK/IVZoVK4fhFQAA9IRgBUBSeMZqq1HrktqT6GgXy5fjpVGxip5bj+cWAIBeEKwASIoqVtu8WC8UjCrFAiO5c9Z0fVVTGrfeaBGsAADoBcEKgKQwWG01ETBWLReoWOXM8YJ2W2ZSalGoJjQDANAbghUASVLLsx0Fq1q5KId2sVyFrYDJVqxKxYLKRUMrIAAAPSJYAZAktTpoBZTCARYMOMiP6wfyA5v4GSspPENHKyAAAL0hWAGQJLleOBVwO9VSkapGjpxoImPSUwElqVahGgkAQK8IVgAkRWesSltPBZTCihXncPITn2+rJnzGSuK5BQCgH6U0H9wY8wZr7V8aYw5L+qCkueiP3ippWdJ7JJ2W9Ii19hPGmElJ75B0TtJHrbUPG2MOSvpFSU1J77fWHjfG3CjpjQqD4buttQvGmNsk3SqpLunXrbVsMAW60OpweEWtVGR4RY7iihWtgAAADJbUKlbGmNdKesuam95urX1j9L8FSa+TdMRa+15Jd0b3+WlJ90r6TUm/EN32K5LeK+m3Jb0tuu2XJf2GpLsl/Uz8sdbad0p6QNKPpPJFASMs3GPV2fAKglV+nOjvPo1WwHqFNk8AAHqVWrCy1n5M0uwWd7ld0v3Rr1eMMYckvUJh2PIlzRhjCpJusNaestZekHRtdNtea60j6WuSXhpVtRajxzoi6dUpfEnASHP9zpbO0i6Wr/jvPq2KFaEZAIDepNoKuM6rjDG3SJq21v4fkg5IOhP92VlJV0iqR6FKkpYkTUuqrHmManTboiRZa60xpr7JYwHogut3Nm69Wqaqkad4uEQ1hYpVtVzQQpMuagAAepHV8IrTkj5orf0dSV505motI8lG/9vqtk7EH3fpHxjzVmPMEWPMkTNnzmx0F2DHClsBOxheUSoybj1HaZ6xqpeL7VZDAADQnayCVUXSQvTrE5Iuk/SMpJnotr2Svi2paYyJ34YdV1h9ctc8TlPSvKQpSYraAlc2eaxLWGs/YK292Vp78759+xL4soDR4fqBKh0sna2VC4zkzlF7KmDCC4Ilzs8BANCPrILVWyS9NPr1AUlPSvq4pBdFt9WttScl/bOkm6JwNW+tDSQdNcbsN8bslvR4dNu8MaYs6bskfSb62MnosZ4v6RNZfFHAKAmnAm5fsaqWipyxytHqHqt0xq03CFYAAPQktTNWxpjXSXq5MeZVkv6zpDuMMf+TpFlr7WljzN9Lercx5hpJ90Qf9gFJb5f0Gkm/H932WwqnAXqS3hfd9r7ofmVJ74pu+6Ax5t8prHT9WlpfFzCqXL+zBcHh8ApefOdltRUwhamAZUIzAAC9Si1YWWs/Iukja276s3V/7kv61XW3LUr6pXW3ndTqmPX4tkckPbLutvsk3df3hQM7VDfj1r3AyvMDlTq4P5K12gqYRsWKVkAAAHrFqyIAksKpgJUOx61LUtOjspGH1VbANKYCFuV4gYKg25lBAACAYAVAUnzGqrOKlSQqGzmJp/ZVUzhjVY+eW4fQDABA1whWAGStjc5YdTZuXSJY5SXNcevtaiTPLQAAXSNYAZAXWFmrDhcEh/ehqpEPx/VljDoaNNKtuBrJZEAAALpHsAIg1w9DUidnrKpUrHLV9AJVSwUZs311sVt12jwBAOgZwQqAXC8cVtDZGau4XYyKVR4c109lcIXEcwsAQD8IVgDk+GGFotzRVMBowAFVjVw4UcUqDVVaAQEA6BnBCoBcP6xYdTS8Im4X83jxnYem66eyHFhaMxWQYAUAQNcIVgDkep2fsaJdLF+OF7Sfg6QRmgEA6B3BCkB7eEVHZ6wYXpGrsBUw3TNWjRahGQCAbhGsALRHp3e3IJgX33kIWwHT+aebqYAAAPSOYAWgq3HrtfYeK1585yFsBUyrYkUrIAAAvSJYAVgzvKKbPVZUrPLgeOlVrOI2z0aLYAUAQLcIVgC6OmMVv6inXSwfTTdQNa3hFZW4GkloBgCgWwQrAGq1z1htP269UDCqlAq0i+XE8fx2ZSlplWJBxhCaAQDoBcEKgFpdnLGSpFqpIIdWwFykWbEyxqhWKtIKCABADwhWAFaHV3TQCiiFQw6oauTDSXFBsCTVK0WqkQAA9IBgBaCrM1YSwSraJBtCAAAgAElEQVRPjpdexUoKq5EMJgEAoHsEKwCrZ6w6bQUsFxhwkANrbaoLgqUwNDcIzQAAdI1gBUCtLsatS+HIdSpW2YvDbC3NilW5KIfnFgCArhGsAMj1uj1jRbtYHuJglW7FiucWAIBeEKwAtKcClkvbj1uXojNWDDjIXFxJSmtBsMT5OQAAekWwAtCuWHU6vCJsBaSqkbXVVsAUpwJyxgoAgJ4QrADI9QMZI5UKnVasCpzDyYHjUbECAGBQEawAqOVblYsFGdNFKyAvvjMXVwnTDFZVzlgBANATghUAtbyg48EVUjTggHHrmYsrVmm3AhKaAQDoHsEKgFw/UKWLKkitxEjuPGRRsaIaCQBAbwhWAOT6gcrFztoApahdjIpV5rKoWMXVSGttap8DAIBRRLACoJYfdDwRUAorVn5g5fqEqyw5ccUqxQXB9XL83BKsAADoBsEKQA9nrMKKCS1j2Wq2pwKmWbEqXvS5AABAZwhWALo/YxVVTJgel624YlVLsWJVJTQDANATghUAudG49U7x4jsf8YLgNCtW9fi5bRGaAQDoBsEKQNfDK+J2MYd2sUzFQTbdqYBRNZLnFgCArhCsAMjxuh1eQStgHlYrVikGqxLVSAAAekGwAtD1GasqFatcOJ6vUsGo1EUI7la9Ej63jRbPLQAA3SBYAQiDFRWrgdd0g1SrVdLaVkCeWwAAukGwAqBWt62ADK/IheP5qS4HllYHY/DcAgDQHYIVgHAqYFfj1uMX31Q1spRFxSpuBSRYAQDQHYIVgB4WBMetgLz4zpLjBalXrKhGAgDQG4IVgGh4Rffj1hnJnS3H9bsaMtILzs8BANAbghUAtfxux61HUwF58Z2pphe0JzKmpT0VkIoVAABdIVgBkNtlK2CVJbK5cFy/XVFKC3usAABpWnI8/fM3T+d9GakgWAHoenhFlXaxXDgZVKwKBaNKscBzCwBIxd9/5aR+4kNf0tySk/elJI5gBexw1tquWwGNMaqWCnKoamSq6fqpTwWUwuEkVKwAAGlYbHqSpPMrrZyvJHl9/YQ2xpSSuhAA+XB9K0mqFDsfXiGFAyx48Z2tVgZTASWeWwBAeuIzvBcaXs5Xkrxtg5Ux5hpjzF5jTH2DP35FCtcEIEOuH7Z8dTttLqxq0C6WJcdLf4+VRLACAKQn/vmy0HRzvpLkdfIT+vskXS/pWZJkjNm15s++P42LApCdOFh10wooRS++GV6RqaxaAevlIlMBAQCpaLSiYNUYvWDVSStfRdIPSqoZYz4h6U5jzIclnZb0D2leHID0tXoNViWqGlnLYkGwRDUSAJCeRrtitcNaAY0xPy9pRdI7JD0q6VpJ/yRpStIPWms/n/oVAkhVy4taAbuuWBXkeLz4zlJWFasqrYAAgJTEwWpxJ7UCGmPGJd0jqSrppyS9WNI10e93S/padB8AQ6w9vKLLF+xVKlaZ8vxAXmAzqVjVCVYAgJQ0262Ao1ex2rQV0Fq7LGnZGLNirb3XGPNT1toPGmOul/SktdYzxvygpP+a2dUCSFyvZ6yq5UJ7ZCrSF7dsZjdunWokACB5jREeXrHlGStjTFXh2aofl1Q1xrwh+piCpG9KOpX+JQIbe+ips5KMnnfVnrwvZajFrYDlHsatn1kcveV+gyoOOplNBWQwCQAgBe1gtdOGV1hrHUn/9/rbjTHfa4x5vaQvpnRdwLbe9tePaGaiqr/62VvzvpSh1h5e0fW49SJnrDLkREEnq1bAeGoTAABJak8FHMGul64X/BpjjKTHrLVfMcZckcI1Adt65nxDT8wtd92+hku5UTiqdj0VsMA5nAw5ccWqzB4rAMDwau7E4RUbMcZcK+kPJL08Omt1cypXBWzj/mNzkqQlZ/Te7chaPLyil4oVL76zE7fmVUvpV6yq5YKaVCMBACnYsa2AkmSMmZT07yUdlVSU9CVJD0t6haQPp3p1wCbiYDWKBx+z1vLDf+C6XxDMuPUsxRWrWgYVq3q5qJYXyA+sioXuzt4BALCVUW4F3G6P1U2SDkp6wlr7p5IWJf21tfaEwlHsU+lfInAxa63uf3xeUlixstbmfEXDreVF49a7DlZhxYq//2zEITaLilV8jsthgAUAIGHxMKZRrFhttceqrnBf1V5JNxpj3inpuyXtNsbslvTzkm7M5CqBNY6eXtKZRUfX7huXtdIKh+z7Eo9br5S6q0xUSwUFdrWVEOmK2y4zmQoYfQ5GrgMAkuT5gVp+oEop7HoZtTfwNv0Jba1tWGs/pbD170uSPmmt/RVJ10p6lqT/S9KxTK4SWCNuA/wfv+tySWKXUp963WMVVzUYy52NuGKVyVTASvg5GpyhAwAkKD6/e9lUVdLovYbbbo/Vzyps/3uBpO8wxlwjKVC4w+plkk5KOpHyNQIXuf/YnK6aHtP/cHnYibrkuJJq+V7UEFvdY9XtguAoWLm+pmrlxK8LF8u0YrXmuQUAICnx+arLJms6frahhYarmYlqzleVnE2DlTGmIOnPrLV+9Ou/kfSjklYkXZC0R9LjmVwlEPH8QF944qzu+J4DmqyF//mO4uHHLK22AnY/bl1aHaqAdGVZsYrPcRGsAABJin+uXDYVviE+aq/htmoFDKy18U/Vo9baFUlT1tq/sdZ+U9LnJP1QFhcJxL564oKWHE8vuW5Gk9UwWC2N2Ddl1lrxuPVeWwF58Z0Jx8uuYhW3AvLcAgCSFLeY749aAUdtgEVHP6GttV+IfvnHa25bttYybh2Zuv/YnIyRbr1mWpNR+xm7rPrTrlj1HKyoWGUh/nvOZCogwysAACmIWwH3T8YVq9EKVtvusVrLWstPWeTq/mNz+s4DU9ozXtHKCG/uztLqGavupgLG+5RGbaLPoGpXrDLYY0U1EgCQhka7FTCuWI3Wm+Pp/4QGErLS8vTlp8/pxdfOSJImolbAUZsokzXXD1QwUomK1UBz2hWr7FoBmQoIAEhSY90Zq1F7c5xghaHxpW+dk+tbvfg6glWSWn7Q9fkqafUFPlWNbDQ9X5VSQcZ0V1nsRa1EaAYAJK8ZtQLuHa+oWDAj1wpIsMLQuP/YnCrFgp5/eK8kqVgwGq8UOWPVp5YXdH2+SmKPVdYcN2iffUpb3OZJaAYAJCmuWI1VipqqlWgFBPJy/7E53XTV7nabkiRN1spMBeyT6wcq9/CCnapGthwvaO8OS1uNqYAAgBTEwapeLmqyVqZiBeTh7HJLX3tmoX2+KjZRK2nRGa1vyqy5nu2xYkVVI0uO62dyvkpaG5p5bgEAyYmnAtYqRU3VSztz3DqQt88/Pi9JevH164JVtcQZqz6FFavuz+1UmRyXKccLMlkOLIUTIguGaiQAIFnNNRWrqVp55F7DEawwFD53bE6T1ZJuPLjrotsnawSrfjk9Dq9YHbfOi+8sOF52FStjjOrlIlMBAQCJari+SgWjcrGgKVoBgXzcf2xOL7hm+pKR4JO1EsMr+uT2OLyiUizImLBFDelrutlVrKRwOAnVSABAkhqtQPXoZ1nYCjhar+EIVhh4x8+u6OmzK3rJddOX/NlktTxyOxCy5vqBKj1UQowxqpYKalKxykSWFSspDlY8twCA5DRcvz0giYoVkIP7j81JUnt/1VoTtRJTAfvk+ranVkCJqkaWmm6QcbAq8NwCABLVdP12xWqyVtZKy5frj86beAQrDLz7H5/X/smqrts/ccmfTVRLWm758gObw5WNhpYXqFzsbelsrUSwyorj+bQCAgCGWqPlX9QKKGmkzsoTrDDQgsDqgWNzevF1MzLm0hf/k7Xwm5JzVr1r+YEqpd5esIdVjdF5p2mQOV7WFasiy58BAIla3wooaaSOdBCsMNC+Obuo+eXWhm2AEsEqCa4fqNJrxYqqRmaarq9qjwG4F/Vysb1vBACAJDRcX/VoqvBUPQxWozTAgmCFgbZ6vurSwRVS2J8rjda7HVkLWwF7+6egWi4yvCIj4R6rrM9Y8dwCAJKz9ozVVPTm+CgNsCBYYaDdf2xO1+wb1xW76hv++UQ1qliNUH9u1twe91hJUq1UYNx6Rhw3aC9lzkKVVkAAQMIaLV/1yurwCklaaIxOsCql+eDGmDdYa/8y+vXbJZ2TNG+tvdsYU5T0HkmnJT1irf2EMWZS0jui+33UWvuwMeagpF+U1JT0fmvtcWPMjZLeqDAYvttau2CMuU3SrZLqkn7dWssr7SHX8gJ98cmz+tHnHdr0PnEr4CKtgD1zfdvTuHUpbAU8P0L/IA4qa62anq9ahmes6uWimrQCAgAS1HBXBzHFwyuoWHXAGPNaSW+Jfn2TpIa19vckvcwYU5H0OklHrLXvlXRn9GE/LeleSb8p6Rei235F0nsl/bakt0W3/bKk35B0t6SfiT/WWvtOSQ9I+pG0vi5k5+Hj57XS8vWiazc+XyWtCVZUrHrW6qNiVaVilQnXt7JWmVasamV2lAEAknVRK2A9Ps4xOq/hUgtW1tqPSZqNfnu7pPujXx+TdMu621aMMYckvUJh2PIlzRhjCpJusNaestZekHRtdNtea60j6WuSXhpVtRajxzoi6dVpfV3Izucfn5cx0q3XbHy+SpImquE3Ja2AvWt5DK8YdE7UkpfpVEBG6QMAErZ23PpEpSRjRqsVMKuf0gcknYl+fVbSFZvcVo9ClSQtSZqWVFnzONXotkVJstZaha1/Gz0WhtxT88s6sKuuXWPlTe+zWrEanW/KrPV1xooBB5mI/46zrFjVK0U1XF/hP7MAAPTHWhtOBYzOWBUKRpPVkhZG6M3xPIZXGEnrf1LHt9ltbuv18cM/MOatxpgjxpgjZ86c2eguGCCnFpq6bKq65X3GKkUVDOPW++H6QV9nrBhwkL5cKlbloqwNW0UBAOiX4wUKrC5adj9ZK1Ox6sEzkuKDMnslfXuT25rRUAtJGldYfVr7t92UNC9pSpKitsCVTR7rEtbaD1hrb7bW3rxv374EviykaXahqcumalvexxijiWpppPpzs2StlevbPipWtItloV2xyjBYxZ+LiiQAIAnx64X6mmA1VS8zvKIHH5f0oujX10l6cN1tdWvtSUn/LOmmKFzNW2sDSUeNMfuNMbslPR7dNm+MKUv6LkmfiT52Mnqs50v6RCZfFVI1u+BsG6yk8N0OglVv4mpEzxWrUkGOF9AulrK4YlXLuBVQEsEZAJCIRhysKmuCVa00UguCUxu3box5naSXG2NeZa39pDHmNcaYuyR92lrrGmP+XtK7jTHXSLon+rAPSHq7pNdI+v3ott9SOA3Qk/S+6Lb3RfcrS3pXdNsHjTH/TmGl69fS+rqQjSXH05LjdRSsJqolLTmj825Hllw/DESVPhYEx+1i1VJ2L/p3GsfLvmJVKxGsAADJabQ2rlgdP7uS1yUlLrVgZa39iKSPrPn9O9b9uS/pV9fdtijpl9bddlKrY9bj2x6R9Mi62+6TdF8S1478zS40JUmX79r6jJUUDrCgYtUbN3rBXu5xKuDadjGCVXricJPl33FcHaMVEACQhLhitbb7YmrEuo7yGF4BbGv2QhisLpvsoGJVKzG8okdu1ApY7mN4hSR2WaUsrljVyhkuCK6En6vBcwsASEBzo1bAeonhFUDaZhejYLWLM1ZpctoVq/6CFVWNdDnt4RUZVqxoBQQAJKjRCn+W1ddNBVx0PPnBaJzVJlhhIJ264EhSx2esCFa9iStWvZ7diSsojFxP1+rwigynApYJVgCA5DQ2mgoY7SNdGpHXcQQrDKTZhaYmqiVNVLc/BjhZY3hFr+LhFT1XrKhqZMLJY0EwwQoAkKDVqYCrrzmm6mVJGpmR6wQrDKTZDpYDxyarJTXdoF19QedatAJ27NSFpo6dXsrlc+ezIJg9VgCA5DRbGw+vkAhWQKo6WQ4cmxixMnKW4j1WvU4FjF98OzugFfBd/+Xr+l/vfiiXz73kXNo+kbYaFSsAQII2bAWsh6/hRmWXFcEKA2l2wdHlHQaryejdDs5Zdc/td0HwDqpYfftCU0/NryjI4YDtE2eWNDNR1XgHrbFJiX/wMRUQAJCEjRcEU7ECUhUEVqcXm9rfacUqerG5yDmrrrWDVa8Lgtt7rEb/xff8kqOWH+jMkpP55z56eknX75/I9HPupNAMAEhfvCC4VtogWI3IyHWCFQbO2ZWWXN/q8k7PWNEK2LPkzljthGDVkiSdOJfthnhrrY6dXtINl2UbrHZSaAYApK/p+qqWCioUVo8ftFsBR+Q1HMEKA2d2Idph1XErYFSxGpFvyiy1FwT3WrFqj1sf7apG0/W1GC2hPnGukenn/vaFppYcT9ddNpnp5y0UjKqlAsEKAJCIhutf1AYorek6ohUQSEc7WHWwHFha/aZccghW3WpF49b7PWPljPiL77PLrfavsw5Wj80uSpJuyLgVUAqfX4IVACAJjZavsXVDmErFgiaqJYZXAGmZXeh8ObC0dnjFaLzbkSXX6++M1U7ZYxW3AUrZtwLGI96vz7hiJYVTHzljBQBIQsP1VatcOt12qlZieAWQllMXmjJG2j/Z3RmrRSpWXWuPWy/1Nm69XDQqGMkZ8VbAueUw7JeLJpeK1cxERXvHK5l+XimcDMhUQABAEpquv+HakMlameEVQFpmF5qaHq92fO6nWiqoVDAMr+hBv1MBjTE7ol0srlg9+4qpzIPV0dNLui6HNkCJVkAAQHIamwSrqToVKyA14XLgzqpVUvjifrJWYnhFD9pTAXs8YyUpGnAw2hWr+WjE+nMP7dbJc43MdllZa3Vsdkk35NAGKEnVcnHkB5MAALLRaF06vEIKR66Pyms4ghUGzqkulgPHJmolhlf0wI2HV/RYsZJ2RlVjfrmlaqmgGy6fzHSX1amFphYdL/MdVrF6uaBma7SfWwBANhpu0B56tdZUvUzFCkjL6YXOlwPHJqtlhlf0oN89VlIUrEa8qjG35Ghmoqpn7alLym6AxdHZ/AZXSPFzS7ACAPRvszNWUzWmAgKpcDxf88utnipWo1JGzpLrByoWjIqF3oZXSNoRu47ml1qanqjo0J4xSdmNXI9HredVsaqVRr8aCQDIRqO1+fCKxaabWZt9mghWGChnFuNR652fsZLCdzsIVt1z/UDlYu+hStoprYCOpscrOtSuWGUTrI6dXtL0eEXTE919PySlXmEqIAAgGRstCJbC4RWBlZZbw/86jmCFgdLtcuDYRJUzVr1wvKCvNkAp3HXkjPzwipamJ6qqlYuamahm1gr42OxibhMBJfZYAQCS03D9jc9YtfeRDv/rOIIVBkp7OfAkwyuy4PpBX4MrpLBi5YzwORxrbbsVUJIO7alnUrGy1uro6SVdf1l+wapKKyAAIAF+YNXygk3GrYfBahQGWBCsMFBOXQgrVpd3WbGK+3OtHf7+3Cy5fqBKH6PWpfgczuhWNRYdTy0/0Mx42I6XVbCaXXC02PRyG7Uuha2ABCsAQL/inyX1yqWvOeKK1SgMsCBYYaDMLjZVKRa0Z6zc1cdNVEtyfStnxKfTJc31bd+tgNVyYaQnx8XLgVcrVmOZ7LI6ejocXJFrK2CpKNe38kfgQDEAID/xed2Nh1eUJEkLDSpWQKJmLzS1f6oqY7obqDAVfVOOQn9ullpeAsMrRrxdLF4OHA+QOLinnskuq8eiUet5Vqxq5fBHxCg/vwCA9DWinYib7bGSaAUEEjfbw3JgKTxjJYlzVl1q+ckMrxjlVsC5uGI1vnrGSkp/l9Wx04vaM1Zuf948xNObmAwIAOjHaivgxnusJCpWQOJmF5q6rJdgVQ3f7ViiYtUV1w9U7feM1YiPW59fDitTM1HF6lkZjVx/bHZJ11822XX1Nkm1UvgDcJSfXwBA+rZuBWQqIJA4a61O9RisJtutgMP/bkeW3AQqVtVyUY4XjOzgkPiM1d6ocnRwd/pLgq21Ojq7mNti4Fi13Qo4uhVJAED64lbAjYJVpVRQvVykFRBI0pLjaaXld70cWAqHV0jhBDd0rpXQHitJIzs4ZH7J0VSt1J6eWK8UNTNRSbUV8PSio4WcJwJKqz8AqVgBAPoRV6xqG7QCSuGSYKYCAgmKlwN3O2pdGq3lcllq+TaRceuSRnZJ8Nxyq90GGDu4ZyzVitXRaHBF3hWrGsEKAJCA5hatgFLYDkjFCkhQvBx4f5fLgaU1wytG4JsyS24CFat2u9iIjlyfX3Lao9Zjae+yemw2HLV+fc4Vq9VgNZqhGQCQja3OWEnhAAuCFZCgXpcDS6utgEwF7E64ILj/cevS6FY15pdamh6/uGJ1aE891V1WR08vafdYWTMT+U0ElFZ/ADIVEADQj0YrfINuo6mAUjhyfRS6jghWGBizi2Gw6uWMVaVUULVUGIlvyiwlM259tKsa88utDSpWY6nusjp2elE37M93IqDEHisAQDLaZ6w2rViVGbcOJGn2QlOTtZLGKqWePn6yVmJ4RZdcL1AloeEVo/ji2/MDnVtptZcDx9LcZWWt1WOzS7rusnzPV0mcserHSsvTv7n3KzodnR0FgJ1suzNWU/WSFkbgzXGCFQbG7ILT06j12GRtNMrIWWr5VuUE9lhJo/ni+9yKK2ulfesqVmnusjqz5OhCw9UNOQ+ukEb7uU3b159Z0EcefkZfePJs3pcCALlrtHwVC0bl4sadGJNRxWrYV7cQrDAwTi00dXkfwWqiWmJ4RZdanp9YxWoUx63Hy4HXV6zS3GXVngiY8+AKaW01cvSe27RdiFpaLoxAawsA9Kvh+qqXi5u2uE/VyvICO/RneglWGBine1wOHJuolqhYdcn17abvHnWqOsLDK+LlwNPjF1es0txldbQ9EZCK1TA7vxIGqlE4MwAA/Wq4/qbnq6SwFVDS0O+yIlhhIASB1elFp6fBFbHJWompgF0KpwIm1AqYQcXq84/P68m55dQ/T2xuaeOKlZTeLqvHTi9pV72sfRt8zqyViwWVCmbo30HMw3kqVgDQ1mz5qlc2f72xuo90uP/NJFhhIMwvt+QFtqdR67GJGhWrbgSBlRfY/vdYlbIbXnHXX35Ff/Cpo6l/nlhcsdpo7Hlau6yOzS7p+v0TuU8EjNXKRVoBexAHKipWALDaCriZqXoYrIZ9lxXBCgNhNpqc1cty4NhUrTz073RkqeWHL5aTGrfupBysrLWaX2q1w04W5pcdlQqm/U7aWmnssrLW6rHTiwNxvipWKxdHdvlzmi6shP+dUrECgO2D1WSNVkAgMf0sB45NVMNWwGGfKJMVNwpWyY1bT7eqseh48gKrcysZBqullvaOV1QoXFo9SmOX1dxSS+dXXF0/ABMBY7VyQc0WwapbDK8AgFWN1jZnrGpUrIDE9LMcODZRKymw0govAjvi+mEATeyMVcoVq3PLYaA6u5xdsJpbunSHVSyNXVbx4IobqFgNPc5YAcCqpuurXulkeMVw/5tJsMJAmL3QlDHq68B+XEZmgEVn3IRaAcvFgooFk/qL7zhQncswWM0vOxuer5LS2WV19HQ8an1wKlZ1zlj1pD0VcMjffQWAJGx7xqpdsRru13AEKwyE2QVHMxNVlfp4kT9RDYMVAyw60/LiYNX/kIRaqSAn5RffcQvgcsuXk1EFZX6pdcmo9Vgau6wem13UVK2k/ZP5TwSM1coFNagCdy1+1/XCCsEKALYLVrVyUZVSYejfjCJYYSD0uxxYGp1RnVmJh1f02wooZdMudnZ59Xk9n9GL1fklZ9NWwDR2WR09vaTrL5scmImAEq2AvYpbARcdL9EBJwAwjBqtQLUtWgGl8HUcwyuABMwuNPs6XyWFZ6wkWgE7ldTwCimbkdzn1wytyOKcVaPla7nla3qTVkAp+V1Wx04v6YYBagOUGLfeC2utLjRc1ctFWRuGKwDYyZrbVKwkaapWomIFJCEMVv1VrOIzVrQCdsb1wnfR+z1jJYW7rNIeXrE2TGVxzmp+OZz2NzO+eeBPcpfV3JKjs8stXbd/cAZXSHGwomLVjSXHkx9YXbk3bBcd9sPY6/mB5b8JAB2z1m7bCihJk/Xy0P97SbBC7hzP17kVt+9WwPiM1RLBqiMtP3xhVE6gFbCaQVVj7Zj1sxmMXI/3ZW1VsUpyl9XR2XBwxcBVrDIIzaMmblV9VhSsRm0y4Pv/38f1g7/32bwvA8CQcH0rP7BbTgWU4orVcL+GI1ghd6cXwspA3xWr6mjsQMhKK6pYJdMKWEh9oMTZ5XCnlJRtxWqzM1ZSd7usGi1/yx1rR0+Ho9avH7CKVb1CxapbcZC6ano0g9XjZ5b0xNyyPJ8WUQDba0Q/Q7baYyVJU/Xy0J+TJ1ghd7ML0Q6rPpYDS5yx6lb7jFUpiamA6b/4Prfs6pqZ8fDXGQyvmIsrVptMBZQ632V1ZtHRLb95n37oDz6nf/rG7IYB6+jskiZrpb7PGiatVi62fyiiM3GQGtVWwLgiN2qBEUA64tcH25+xYngF0LdTC/0vB5akYsForFKkFbBDq+PWk6pYpfvu9dmVlvZPVTVZLWUyvKKTVsBOd1n91ZHjWnQ8nV9x9a/+0xH9yB8/oM88duaigPXY7KKu3z8xUBMBpbgVMNiy2oaLxcHjyhFtBYwHyWTxBgeA4Rev7KhXtn69wfAKIAGzUStgv2espHCABcMrOpPUgmApmwEH51da2j1W0Z7xykXnrdIyv+RorFLUWKW06X062WXlB1b/+cGndes10/r0216m97z+u3Vm0dGP//mD+rE//bweeHxOUjwRcLDaACW1x+OmHZxHSbtiNaKtgHFwPJ/B9yGA4dfotGJVL6vlBUPdfr75KwYgI7MLTVVKBe2ql/t+rIlqiVbADiW+xyrF4RVBYHVuxdXeKFhlUrFabm1ZrZI622X1maNndOJcQ//29u9QuVjQG2+5Uj9y00H91ZET+qNPHdOb/uyLev7hPZpfbum6/YM1uEIK2zylsJVju/54hM43wv8+D+yqq1gwoxesooSDiVEAACAASURBVK+HihWATqy0OjxjFR3pWGi6Q/vzhooVcnfqQrgcOIkWqIlaeejLyFlx/eSGV6Q9bn2xGY6v3jNe0d6xciYVq7klR9NbjFqPbbfL6p4vPK2ZiYpe9ZzL27dVS0W9+YVX6dNve5l+/YeeoyfnwmD2nCum+r/whMU/3Nhl1bkLDVeVUkG1cviG0Sj9mxQEdk0rIBUrANvr+IxV9Ab7MHceUbFC7pJYDhybqlGx6lSyZ6zSbQWMx6vvHS9rz3hFj0WjydM0t9TSwd3bt6ce2lPX159Z2PDPnjnf0Kf++6x+9vuv3bAyWCsX9ZMvuVr/4pYr9ZXj53TrNdN9X3fS4p74Xp/fs8stXWi4ujoaPLITXFhxtateljFGu+plXRjyw9hrLTqe4u0CtAIC6MTqGavth1dIwz3wh4oVcpfEcuDYRLXE8IoOrZ6x6r9SWC0X1EzxDE7c+rdnrKI9Y9mdseqkYrXVLqt7v3RcVtK/uOXKLR+jXinqRdfODNzgCmm1FbDXyYDv+NjX9JYPPZjkJQ288yuudkfvvE7VyyPVCnhhTfsfrYAAOtHpGavJdivg8L6OI1ghV9ZazS44iQUrhld0zk3yjFWpqJYXJLIodyPx3qq94xXtHa9opeWnWiELAquzHZyxkjbfZeX6ge598Gm97IZ97UWxw2i1FbC3v+8jT53TM+eTWaI8LC40XO0ei4JVrTRSwWrtmxpUrAB0ops9VhIVK6BnC01PDddPZCKgJE1Uy7QCdqiV8FRAKb3JcfGLubhitfa2NCw0XXmB3XI5cGyzXVb/9I3TOr3o6M4XXJXKNWYlfm57qVjNLTk6ca4h17ftgQc7wfmG2x7Gs6te1uIIfe1rn8dzy6PzdQFIT/uMVaetgEN8LpVghVydTmg5cGwiOmPl76B3x3sVn7FKYnhFrRw+huOlU0VqB6vxivaOh//wpjkZMF4OPNNBxWqzXVb3fPEpHdhV08u/Y3/yF5ihODg+fma564/96vHz7V+fWXS2uOdoWWi42lUP/9vZNWKtgHGVajqjtQcAhl98xmpsu2BVj1oBh/hcKsEKuWovB55MbniFJC23hvebMiuuH6hUMCoU+j/Xk/bkuLPLrirFgsYrxXbF6nyK5zvmo7a+jqYCbrDL6qn5ZX326JzeeMuVKibw95unQ3vq2jdZ1ZefOtf1xz68Q4PV+ZXWRRWrCw13ZBYsx993h2fGU/0eBDA62q2Apa2DVb1cVKlgtEjFCuhNezlwUhWrahisGGCxPde3ibQBSqsVq7TOPZ1bbmnPeDhlbe94GKzSrFjNR4/dyRmrjXZZffjBp1UsGL3h+c9K7RqzYozRzVft0ZGnznb9sQ8fP6/J6HvyzFIz6UsbSK4faLnlr56xqpflBbbn4R+DJq5SXTU9RsUKQEcarq9qqbDtG7nGGE0N+YoKghVyNRtXrBIbXjH8OxCy0vKCRCYCSuFeJklqbtMK+FdHjuvF7/lU162aZ1da7UrV7gzOWLUrVh0EK+niXVaO5+uvj5zQK599WWL/XefteVft0fGzjXbrbieCwOqrx8/rZVEr5E6pWMVtf3GwiitXo9IOeH7F1WStpH0TVZ1fGZ1KHID0NFv+tuerYpO1Eq2AQK9mF5raVS8ntmF7ImoFXHJG40VMmlp+kMhEQGltxWrrVsCHvnVOJ8832sGlU+eWW+1KVfyCNYszVnvHOgtWh/bU28Hq44+e0tnllu584dYj1ofJ867aI0l6qIt2wG/NL2uh6ekl102rVi7smGAVt8etbQWURilYtbR7rKzdYxW1/EArrdGoxAFIT8P1tx21HpuqUbECenbqQnLLgaXVVsBh3oGQFdcLEhlcIa32TW/XCvj02bBdLm4B7dTailW5WNBUrdQewZ6G+WVHe8bKKnX497N2l9U9X3haV02P6cXXzqR2fVn7zgO7VC0VugpW8fmq73nWHu2brO6YYHWhEf53GQeqeMrVhRE5j3S+4UbTOcvt3wPAVhpu0HmwqpcYtw70anYxuR1W0urwiu3OWFlr9fFHT6W6C2nQuX6gckIVq2qHu47iYHV6sbvzNudXXO2JpgFK4T6rNJeTzi+1Ohq1Hot3Wd3/+Jwe/NZZ3fmCKxMZCjIoKqWCnntot450Eay+evy8xitFXbd/Qvsmqpfs+RpVq62Aq1MBpdF5s+f8SjhKvt2Sm+IbHABGQ6Pld9yZNFUrD/VxDoIVcjV7oZlosIpbAbf7pvzaMwv62bsf0t9++WRin3vYtPwg8eEVW+2xanmBvn0hbJfrpmLlB1bnV1oXteXtSXnU8/xSS9PjnbUBSqsjyX/7499UpVjQjz5v+IdWrPf/s3fecZLUdfp/qnOYDtOT8+Y0m3fZXZYMAiIgUUWQcMY7DL/jOL0z3HkJPU/BQ88zISegZBRFERYQlhV2WWZzzpPzTOdU1VX1+6P625M6VHVXz3T4vl8vX+729vT0DNM99fk+z+d51rdV4ki/V/ZhxP4eD1Y1O6DVMGWlWJWDFXCKYlUiShyFQskfEU7+jhW1AlIoWcILIkYCUdXKgYGJ8IpMO1YHe70AgGMDPtU+d7HBxtRMBcysWPV5wiCZFUMKQhB8YQ6CKA1ThEqLIb87VsEoqhUoVqTL6lCfFx9aVZ/YByslNrZVguPFxGsnHdEYj6MDPqxpcQIAamxGDJfJYJVQrEp1sApzcFr0idcjTQakFCveEIdHdpzFrT9+Fx2dylNPKfJRsmNV7OEVurl+ApTyZSwQBS+Iqu5YWfRaMExmK+ChPmn/48SgX7XPXWxwqoZXSG+Y0TThFcQGCCizAo7HL9xc0war43kciscCrKxyYALpsgKAO7a05eMpzTnr4wEWHV3j2DTflfa+R/t94HgR68hgVWGCJ8QhGuMTCZKlClFw7PGBiqjopTBY8YIIb5iD06xPhMh46GBFKTIO9XrxxK5O/P5AfyJw6S+nR7FxXvr3NUr2hFk+sSedCbtZjzDHg42pd40ym9DBijJnDKoctQ4AGg2DCoMu4z4DOXU/MeSHKIpgmNLZh5ELxwswqBa3Hk8FTBO3Tgar6gqDIisg2eGY/KbssurztmPFxgR4w5yiHSvSZeWyGrAxPoCUGi6rAQtqrLKKgg/EgyuIYlUbPzwZC7BodJrz9yQLAG9YiiMnxdBaDRM/gS3+wcof4SCK0v6Y00wUq+L/uiilT4Tj8dKBfvxqVxcO9HphMWhx8/pmfGJzG+54ZBdGy2QHdK5QZgUkKx3Kfg8XCnSwoswZapcDE2wmHQLR1INVhONxYtAPl1Wykw35oqo/h2JAzdMgOVbA7rEgjDoN2hsdiqyA40kGq0qrAWGOR1hBN4ZciLVJbocV4d9vWIk6h6mkh/QNrZV4/dhQxsOI/T0e1NmNaHBIQ1RN/JfjiD9aFoMVUXMIDrO+JAYrMkQ5LXoYdBpUGHXUCkgpeB7ZcRY//PNpeMMcFtVW4F8/3I6b1jclEjurK4wY9dOf43wiWQHlXW/YJwX+FONgVXwaG6VkIBfXtTZ1h5oKkw7+NIuPxwf9iAkibljbGP97ee5ZcWqGV+gy91h1j4fQ4rKgwWFStG9DrFVTUgHzWBJMTi6rrMre0K9Z1YD1raWpVhE2zquEO8Th7Ggw7f0O9HqxptmZ+HuNbWKwKnU8ITaxV0VwmPUlYQUktr+Jsm49Da+gFDw/2X4WzZVmPPWZLXjtvotx99Z5iaEKkAarckktnSuU9lgBSHsdV8jQwYoyZwz7ImAYKNplkYPNpE+rWB3qk2yAt25oBlC+e1YsL6qmWOm0Gug0THrFajyMVpcFtXYTRgNRxPj0ZcKEZDtWJOo5HwEWY/FyYLV/LkuBRFFwZ2o7oCfE4txoEGtbkwxWZXDxIu0gTf3ZsZtKZbCKJx7GFblKS37TOSmUXOEFEePBKK5YXofzF1YlVdqrbUZqBcwzYZaHSa4VkChWRRpgQQcrypwx7JeS1+SWsMqlwqhLG15xqNcDl9WAFQ121NtNZTtYSTtW6n3vTXptSsVKFEX0jIfQ6rKgzm6EKAKjAXkXZO4gC6NOM+W0y5XHRLKxYFyxKkILQr5ZUF0Bp0WPjq7UCVoH4vuLaycpVsRWWRaKVZhLDB4Eh7m444MJnvBMxYruWFEKmbFgFII4cbiTjJoKI0bL4L1prhAEEdGY/IJgW3zHqljfM+lgRZkzhnwR1KZ5s8sWm0mXtsfqYK8Xq5ocYBgGS+ttOF6mgxUbE6BXKbwCkLqsoinCK9whDoFoTBqs4tZPuXtW40EWLqthykmjK24LzMdFHVGslO5YlQMaDYMNrZXYkybAYn+3BwwDrGp2JG4z6rRwWvRlMVh54wW6kykdK+DUKPlKi4GmAlIKGvKeU5PmoKzaZkCQ5RFii1MhKXRIqJVsK2BCsSrO90w6WFHmjGF/VNVEQILNpIM/hRUwzPI4NRzA6vhF37J6G06PBGTb0koJNePWAeniOZVi1TUm7eRIVkDpF5zcwcodYhPWPwI5MXfnwQo4GmBh0GpgM9Jsn2Ssb6vEmZFgyu/9gV4PFtVUJDrlCDUVpV8SLIoTceSTsZt1JTFYuUMcGGbiwqfSos/La5BCUYvEYJXmEJd0FtIAi/wQZuODlcJUQKpYUSgKGfJFVe2wIlQYU4dXHB3wgRdErGqSBqul9TawMQGdY+mX8UsRNcMrAEmxShW3TqLWW6ssiWF6SOZFtqRYzVQAGCZfO1ZRVFUYSjrdLxdInPze7pmqlSiK2N/jwdoW54x/k0qC5adBFiNBlkdMEJMqVhFOSKnoFgveEAu7SZ+IkndaDPBFYmV5MEUpDshglc4dU047oHNBOL57bZKpWFkNOmgYpHUeFTJ0sKLMCTFewFgwihqVEwEBKbwiwgngkvyyP9Qr9eusju9/LK23AUBZ2gElK6C6ilU0RXhFT3ywaqm0oMpqgIYBRmQqVp4QN6NYUKfVwG7S52nHiqU2wDSsbnZCp2HQkcQO2OsOYzzIJvqrJlNjK/3kLWKLSxa3DhTvMjbBHZoaJV8Z/3MpqHGU0oS851SnsQISmyANsMgPJNRKrhVQo2FgMxVvRQUdrChzwmiAhSgib4oVAAST2AEP9nlRXWFMfN5FtRXQapiyDLBgVbYCmvSalFbA7vEQamxGmA1a6LQaVFcYZZcEj4fYKYmABNJDpjZjgajiqPVywmzQor3JkXTPal+8GDiZYlVrk6yAoijm/TnOFWTAcExPBTSXxgDiCXNTbLmVVloSTClsRv0sKoy6tDa06oryqYOYC8KsdF0gd7ACpJUOH1WsKBT55KvDCphIlEkmIx/u82J1syNh8zLqtJhfbS1LxYrjxTykAqa2Ara5LIm/19lNGJJhC4vxArzhmYoVIJ2W56NDZzRAFatMbGitxIEeD9jY1EH6QI8HRp0moQRPpsZmRIQT0lYhFDteEkc+Y8eqRAarEDtlf4wMWTTAglKojASiafergImgIqpY5QdiBZS7YwVIFRVUsaJQFEAKYvOhWKUarILRGE4PBxL7VYSl9bayU6x4QQQviCrvWGlT71iNSVHrhDq7PMXKG+Ygipg1xUoURYwFo2ltIxSpKDgaE3Ck3zvl9v09HqxqciT9uSqHkmAyOKW0AhbpMjZBsuXOtAJSxYpSqIz4I2kTAQFAr9Wg0qKng1WeULpjBUiBP8X6fjmrgxXDMPMYhnmdYZin4/9zMAzzXYZhvswwzNXx+9gYhvk+wzD/zDDM2vhtTQzDPMgwzAMMw7TEb1vNMMy3GIb5T4Zh7PHbPsAwzD/Fb6eRXgVMPhWrCmPy1u6jAz4IIhKJgIRldTZ0j4eSWgdLFbJ/ptepHLeexAoYjfEY8EXQMmmwqrGZMCxjx8qdYmcFyE85aYjlEeEEVCUZ5CgTJIqCJ9kBOV7A4T5v0v0qAKipkF7rpTxYecLJFStHkccHE6YndCbSOaliRSlQRvyZFStAsgPSVMD8kEgFVDJYmfQ0vEIB/yKK4m2iKN4G4AoAHaIofhfAHfF//wyApwE8AOBL8du+AuC7AP4LwJfjt/09gH8F8CsAnyMfK4rivwN4F8BN+f5CKNkz7I+CYYDqPFiuiGI13XJ0MF5cmkyxAoCTQ+WjWrHxwUpVK6AuuWLV5w5DFDFDsRoLsjOsZNMZD0oXoskUq8q4YqXmzs5EhxVVrNJRZzehudI8ZbA6MehHNCYk3a8CyiN5K9HzlEKxKmYrYIwX4I/Epnxt5M/UCkgpVJQMVqX83jSXRLKxApqpFTBbrgHwTvzPIYZhmgFcDmnY4gFUMwyjAbBEFMVBURS9ABbGb3OJohgFcATAxQzDNAEgV8YdAK6e1a+EoohhXwTVFUboVLywJ1SksAIe6vWg3m5C7bTurGX1dgAoGDsgGxNw/7MHcG40fxHwXHygUbXHSp+8x2py1DqBRK5nsl6Qk/DkO1YGRGNCwmagBqNB6fnQHavMbGirREeXOzHY7k8TXAGUjxXQoNXMOJm1xzu9vEVsmSOL5JN3rCqMOug0DLUCUgqSCMfDF4nJOsCtsRmpFTBPhBWmAgLARzY04x8/tDxfTymvzMVgdRXDMH/HMMwDABoBjMRvHwfQAMAcH6oAIACgCsDkV4UxfpsfAETpt7o5xWNRCpRhfzRtr0QuJHaspitWfV6smmYDBIDmSjMsBm3BBFicHg7ghb29ePXIYN4+B8dLF8Pqxq1rkoZXkMGqbZpiBWQuCSblo8l3rNTf7yCKVTVNBczIxrZKjPij6HWHAUiDVZXVgOZKc9L7O8166DRMYr+yFPGGWdjN+hkdaAadNGwV684AMOmQY9JrkWEYOC0GqlhRChIyKMm3Apbue9Ncko0VcPOCKnx4TWO+nlJeme3BahjAI6IoPgRgunmSASDG/5fuNjmQj5t6I8N8lmGYDoZhOkZGRpJ8GGW2GPJFEqqF2tjiO1aBSYqVP8Lh3Ghwhg0QkDoTltQVToBFv0e6UO0aC+XtcxALntrhFcl2rLrHQjDqNFN+uZHdukwBFuMZFCtgYvhSg7EAVazksn7antWBHg/WtDhTFitrNIxktynhixdvmEu6DwhIdsBitgJ6UiQeVlr0cAeL9+uilC6j8YMyWYOVzYAgyyPEFudeTyGTCK8wzLVJbnaY7a/SAMAX/3MvAAuA6vjfXQAGAEQYhiFjrRWS+jT5XTsCYAwACazQAAgB6E/yWFMQRfFnoihuFEVxY01NjVpfEyULhnz5U6xMeg20GmZKeMWRfh9EEUkVKwBYVm/DiSF/QXTsDHilwap7PH9WQLJjpdeqG17B8gJ4Yer3sHtcSgScfMFNhurhDJHr7iALs16b1JtNVCw1kwHH0ihklKksq7fDatCio2sc/giH0yOBlDZAQo2ttAcrT4ibYpWbjN2sK/LBigTJTH1t5CNEhkJRA/JeQ4Jz0kGSYGmAhfpEOB4aRt2d7kJmtr/KewBcHP9zI4CfANga/7tZFMU+AG8CWB8frsZEURQAnGIYppZhGCeAM/HbxhiG0QNYCeDt+MeS8pTzALw6K18RRTExXsBYMDpj10ktGIaBzaSbEl5xKEVwBWFpvQ3jQbYgllf7vdKwkU/FiqQCGlUtCJaGn+i0AAsyWE2mymqAVsNktAKOB6fGO09mopxUvV+Eo4EobEadoljYckWrYbCutRJ7ujw41OuFKCJlIiChtgwGq+mKDsFh1sMXLt7TcKJYTX89OvPUJ0eh5EpisJJxiFsO4TpzRZjlYdZrU7oZSo3ZHqyeAlDHMMwtAIYAPA9gI8Mw/wDg1/H7/AzAbQD+CcAP4rd9B1Ia4D8A+F78tu8B+BcAn4h/DAA8wjDMNwCcD+DFvH4llKwZDbAQReRNsQKkperJ4RUH+7xocppT9hORZMBCsAMOxK2A/Z5wxtS8bEnErauaCig91uQAC1EU0TMemhK1Dki2sJqKzF1W7hA7ZadjMsQKqKpiRcuBFbGhrRInBn3YcXoUALAmhSJMqLGVdvKWN8zBUaJWwET1gXnq68Np0VPFilKQkMFKzns66bqiARbqE+Z4RYmAxc6sdj2JojgE4OfTbv6HaffxA7h/2m19mIhZJ7cdBHBw2m2vA3hdredLyQ/E/pWvHSsAsE3rQDjU60mpVgHA0rqJweqixXNrEyWKlSACve4QFtRUqP458rVjBUxVrMaCLIIsj7Yqy4z719mNGYMM3CE2pS3PYdaDYVQOrwhGadS6AjbOq4QgAk/v7sb8ausMm9h0amxGjAWi4AURWk3pnV56w6kVK7tZj2MDc39wky3eMAcNMxEORKi0GOAJcRBFsWxOpCnFwUgggkqLXtbvOXLoWsqK+lwR5viycoGUh+GRUlAQlYIkw+UDm1GHQFS64PaGOHSOhVLuVwFSb1F1hbEgkgEHvGE0OaVkta7x/NgBEz1WebACTlasElHrrpmDVa09c0mwO8gmDa4AJCua06xXObyCpeXACljb4oQmPtxm2q8CpMFKENVVGQsFjhcQiMZmKDoEu6l4e1kA6ZDDYdZDM20gdloMYHl1aw8oFDWQ22EFTKhaVLFSnwjHK0oELHboYEWZdYhiRZLh8kGFacIKeLhf2q9ancGmtKx+7pMBBUHEoDeC8xdWAZAS9fJBPuLWTXpiBZy4wOpJM1jV2Y0ydqxSK1ZAvCRY1R0rlipWCrCZ9Fga74HLZAMEJuw2pXgqTIamdKmA/mhsRrhLseAJcSnSOdWvPaBQ1GA0wMoerPRaDSotejpY5YEwW15WQDpYUWadIV8UDANZpX3ZMjm84lCfNFitbEx/4be03oaTQ/45vfAZDUbB8SJWNTlgMWjzFmCRKAhWtceKKFYTgxUZDKfvWAFAnc0Ed4ibEXaReI68AF8kllKxAgCXxaCaYiUIIsaD0bz+XJYiG9okpWpta2XG+5bygrgnnDyOnEBu9xdpl1Wq/TFnHmoPKBQ1GPFHE4c5cij1Ooi5gloBKZQ8M+yLoMpqhC6P0ZuTwysO9XrR4jKnDEEgLK23IRoT0DWWv5jzTAx4JAWn0WlGq8uSt+eSiFvXqbcTYdTPDK/oHg+hzm5M+qZaG7eCDqcIsEikkFmTX6gC0kWdWrYyT5iDIIJaARVy8/pmXLWiDisa7BnvSwarTBbQYoQEU6QLr5h8v2LDHUpuyyWKFU0GpBQSoigqsgIC8ZLgAD0gUJswJ1ArIIWST4b90bzuVwGSRYkUBB/s82B1U+b9j2UFkAxIyoEbHCa0VVnytmNFUgHVVKwSO1aTFKiuJFHrhNoMXVbuNOXABJdVvajniXJgagVUwvrWSvzsro2y9vUSC+IlqFh5UxToEuxFPlil6ujKR+0BhZIrQZZHmOMVDVY1NiO1AuaBCEt3rCiUvDLki+Q1ah2QrIAsL2DIF0HPeDhtcAVhca0NDIM5DbAgiYCNTjPaqqzoHg9ByIM1MS+pgHErYHTajlUyGyAgWQGB1IrVuIyyXrJjpUaxMzmppHHr+cNq1MFq0Jak3cYTJnHk6RWrYu2y8oRSWQGJYkUHK0rhoKTDilBdYcRoCb43zTXlFrdOByvKrCMpVvkLrgAkKyAAvHtG6tdZnSZqnWA2aDGvyjqnitWAJwyjTlqibXVZwMYEDKVQdHIhP6mA0mNF40NbhOMx6IukVKyIapkqwMIjR7GyGMDGBITY3BPJxoLSL9RUXWcUdagp0ZJgolilipwvZisgSTxM9lokKYg0vIJSSJD3GCXv59U2A4IsjxBbnIcfhQrdsaJQ8kiMFzAaiM6KYgUA754eAwC0yxisAKnP6sTQHA5W3gganWYwDJPofuocVd8OyOWxx4qEV/R5whDF5ImAgDQw6bUMhlJcZI8HpQu1TIqVdN/cT8vHiGJFd6zySq3NVJKDFQmvsJuS10PazdLtxThYeUKpEw8NOg0qjDpqBaQUFNkqVgAw6qc/y2pCrYAUSh4ZC7IQxYn9mnwxoViNYX61NeXew3SW1tvQORZEWAUFJBv6vWE0OqXvzbwqKwCge1z9AAsSt57PHiuSCJisHBgANBoGtTZTSsWKXKiliq8GJtQsNS7qzo4EYDVo0ypklNypsRlLc8cqzMFm1KUM5SlmxcpLbI4pXhtOi3q7jhSKGpBdKSWpgKWcWjqXSFbA8hk3yucrpRQE5CI631ZAm0m6iOnzhLFSploFSAEWogicGp4b1WrAE0GDQyoHbnCYoNMweYlcT6QCalVMBdRN7bEi5cCpdqwA6RdZuh0ri0Gb1kLgsqrXobO/14uVTY4ZBagUdSllK2CqREAAMOu10GsZ+Iowbp28vlLtj1VaDFSxohQUI/4otBpG0UFZKffszRUcLyAmiFSxolDyBbmIni0rICBvv4qwNJ4MOBcBFjFewLA/gkaHNHTqtBo0V5rzkgyYCK/Q5FGxGg/BpNekPTFMVxLsDiaPd55MpUodOmxMwLF+H9a0ZE6PpORGjc0IfyQ2pe+sFPCEubTKOMMwcJj1RalYJaoP0ihWdMeKUkiM+KVOQiUHZQkrIFWsVCMcf5+nO1YUSp4gQQz5V6wmBis5iYCEtiorTHoNTs7BYDXkj0IQgQanOXFba5U1YalTE44XoNMwqqozWg0DvZZJxK13x6PWGSb156izmzCcascqxKbdrwIm9q9y3bE6MegHywtYreBnhZIdpXoq7A1zaW2rAGA3Fetgld6WW2kx0FRASkExElDWYQVMJMLSwUo9IvG1CpoKSKHkiSFfFAwDVOc50prsWDEM0N6YubiUoNUwWFw7NwEWA5M6rAhtLgs6x4KqxIlPhuMFVferCCadNqFE9KTpsCLU2U3whrmk6oU7xGUsdbab9NAwue9YHej1AADWNFPFKt8kSoJLbLDyhNiMu5x2sx6+ohysUodXAFJJcK6qMYWiJpJipWyw0mulRF46WKkHUayoFZBCyRMj/giqrMaUC95qURFXrBZUWxP7VnJZWm+bEyvg5A4ru/JkgwAAIABJREFUQluVBf5ITPXFcI4XVU0EJBj1WkRjAkRRjCtW1rT3J5bQZHtW7iALVwYFQKNh4LQYclasDvZ6UGnRo7nSnPnOlJxILIiX2GDlDXNwmNMfBDiKdbAKs9BqmMSB1XScFgN8kRhi8d1NCmWuGfFHFQVXEKorSnMHdK6ggxWFkmeGfPmPWgcAo04Lo06DVQr2qwjL6m0Y8UdVifBWQn8yxSqeDKj2nlU0JuRlsDLpNYhwPEYDLEIsj1ZX+kGFWEKTdXW5g2xGxQqQTstzHTwP9nqxpsWZ1rZIUYdSTN4SRVGWFbBYd6zcIQ5Osz7l66PSUryJh5TSQxBEjAWVWwGBeElwgKqvakESlk3UCkih5IdhfyRRDJtvHrhpFf7m0kWKP24iwMKn9lNKy4AnDJtRN0VhI1HlXWPqRq5zvJBI8VMTk16LKCckEgFbU0StE2pTlASzMQH+FIWk03FZc1OsQmwMJ4f8WE1tgLNCldUAhiktxSrE8uB4UYYVUFeUw4c3lH5oJAcgNMCCUgh4wxw4XsxqsKqxGakVUEWoYkWh5JkhXzTvwRWEWzc0J4YkJZCPOTHLdsB+bwQNzqnfG7KjpHaABccLqkatE4hi1UMGq0w7Vra4YjXNCkgW4eUpVrlFPR/u80EQgTU0uGJW0Gk1qLIaSmqwIsNSqjhygsOshy8SU31nMt+4Q2zKDitgot+KBlhQCgGihmerWJXSe9NcQ/anLVSxolDUJ8YLGAvMjhUwF2oqjHBZDbM+WA14w1P2qwBJAaq3m9CZl8EqDztWOi0iMT6hWDVXph+snBY9DFoNhqdZAcfjF2iuWVCsDsaDK6hiNXuU2sVLpnAHgsOsBy+ICM5RAXm2eEJcwu6XDPJvVLGiFALkvSWrHSubASGWR4iNqf20ypIwK+1dlpNilXwTlULJA2NBFoII1M6SYpUtDMNgad3MAAtBEHF2NIC93R7s6/ZAr2XwL9e3qxZZPuCJYFXTzIv71ioLusfVtQKyed2xEtA1FkK93ZSxu4JhGNTaZ5YEu4Px3hxr5uARZ1yxEkUxqx2pA71eNDpMWZ1uUrKjxmYsqR0rT1ga7O2ZrICmiV2kVEEQhYgnxGJ5Q+p01USfHFWsKAUAGayqs7ECki4rP4vWquJ5jRYqZEAtpx4r+lNDmTXIHk2hK1aAZAd8tqMHb50Yxr5uD/b1eLC/2w1fRHqTMOu1CHM81rdW4sZ1TTl/vgjHYyzIJsqBJ9PmsmD7yZGcP8dkWF7MW9y6J8TJilon1NlNM3asyAVaph4r6T56cLykAmRzsXqw10PVqlmmxmbE2RF1DwvmEl/CCpg5FRCQdpaanMWTQOkJp1esiFJHrYCUQiChWGVjBZwUrpNpR5iSGWIFLKceKzpYUWYNokrM1o5VLixvsCHE8rjn/96HhgGW1Nlw7epGrGt1Yn2rE/OqrLjxf9/Bd145jqvb63N+0xiMR603JLnYaquyYNgfRYiNwWJQ5yXLxQQY8qJYST1WYwEWFyyqlvUxdXbjDNslsfbJsQImTsuDrOLByhNi0TUWwsfOa1H0cZTcqLFJVsBsVcZCg1gBHTKsgADgixSPZS4a4xFi+bQ2xwqjDjoNQ62AlIJgNBCFUaeBLYuDtlItMJ8ryjG8gg5WlFmDRGrXzlIqYC5cv6YRLC9iYbUVq1ucSS/Yv3HtCtz2s114ZMdZfPGKxTl9vn6vFLWeTLFqjUeud4+HsKxeftlxOlhegEmfjx4rDXyRGEb8UdmKVa3NhB0nR6fcRspG0y3ME4iqNR5k0SLzcxIO9noBAGupYjWr1FQYwfJCPKI8v2Xhs4Hc8ApiFSymZEBvYn8s9X8nhpH65KhiRSkERvxS1Ho2hzakVJgmA6oD2bEqJysgDa+gzBrDvigYBorb0OcCi0GHO7e0Yeui6pQqyJYFVbi6vQ4/3n5mhpVNKQOe1IrVvETkunoBFvkKrzDptYmTvtYqeVanWrsR/mhsyrLweEhSn+TYFUly4HgWF3UkuGIlTQScVUqtJNgT5qDXMhmTrxxFOFh5wvKCOSot+sRuJIUyl4wEsuuwAoCqCun3CR2s1CHM8TDoNNCqtIteDNDBijJrDPsjqLIa83JBP1d89Zrl4HgB33v1RE6Pk6wcmNDmiitWKg5WbL6sgLqJC8vW+PPOBIlcnxxgIZUDZw6uAKZaAZWyv8eLBTXWRKgAZXYoucEqxMGRpkCXQBQrXxENVgn1OMP+WK61BxSKWoz4o1klAgKAXqtBpUVfMu9Nc02E48vKBgjQwYqSgV++cw5P7e5W5bGGfYUfta6UedVW3LN1Hp7f24vDfd6sH6ffG4HLakgqlzssejjMenSpmAzI8QL0eQivME6yFyoJrwCmlgS7Q5ys/SpgYg8rm/2Og70erKE2wFmndtKCeCngC3MZy4EBwGbUgWGKa7CSq1g5LfrErhmFMpeM+KNZJQISqitoSbBahFk6WFEoCURRxA//fBo/33FWlccb8kdQVwT7VUr5wuWL4TTr8R9/PJp18eeAN5xUrSK0VVlUtQKyfH4VK7Nei+oKeYMR+ZkYmnRC6A6xssqBAcBm0kGrYRQrVoPeCIb9UaymNsBZpyauUpbKqbAnzMoarDQaBnaTvrisgCGy75jJCkgVq33dbqz9t20YiO/MUmYfjhcwHmKzVqwAMliV98+yWoQ5vqwSAQE6WFHS0DkWwliQxbnRIILR3MvyhnxR1NoKPxFQKQ6zHvdduQS7zo5j29GhrB5jwBOZUQ48mbYqq7o7VjEReq36nmcSiNHqssheHCa9ZsOTFKvxICtbsdJoGFRa9Ip3rA7QYuA5w26S9udKZrAKyQ/hsJt1RTZYxTvlMnx9TosenjCX9eFSKfCXU6PwhDjsPjc+10+lbBkPshDF7KLWCTU2qlipRZjjyyq4AqCDFSUNHZ3SLwdRBI4N+HJ6rBgvYCwQLUnFCgBu39SKRbUV+PbLx8DGBMUf3+8NJ00EJLS5LOjzhMHxyh87GRwv5KfHKv4GqqT/w27SwaTXTLUCBllFaXGVFoNixepgrwc6DYP2RnWSFinyYRgGNRXGkhmsvGEuYyIgwWHWJ/rwigF3SF4wh9NiABsTEvHK5cixQen3ZC62cEpu5NJhRaguofemuUbasSqvUaO8vlqKIvZ2uxMX30f6cxusxoIsBBGoKYIOq2zQaTX4+rXL0TkWwuM7OxV9bCAagz8SS5oISGitsoAXxETIRa6weUsFnFCs5MIwDGptJgzFwysiHI8gy8MlM7wCkJIBxxUPVl4srbeV3WlaoVBjM5bMjpU3xCWCKTLhMBeXFdAblg45MinQpEC4nLusjg1IfXyH+3L7fUnJHvKektNgZTMgxPJTkmop2RFmqRWQQknQ0enG1oVVqK4w5HwClygHLrHwislcuqQGFy2uxg/eOKVIPRlIkwhIaHOpG7met1RAolgp7JOqsxsxHO85S1iPZO5YAdJFnZLFeVEUcaDHQ22AcwgpCS52YrwAfzSWcQeJUGyDlTsoT41z5pDOWQqE2Bg6x4LQMMDhfm9ZWyLnkoRilcOOFfnYUX95/iyrSZimAlIoEp4Qi1PDAWxsq8SKRkfOihWxedWWqGIFSMrLN65dgUA0hv9+/aTsj+v3St+bTDtWANA1pk4yYL6sgEZddoNVrd2UGL7JArzcHStAKglWsmPVORaCLxLDGhpcMWfU2IwYLoHBitj65FoBiy68Isxm3K8CJhSrck0GPD7ohygCly6thT8SQ/e4ejuxFPmoYgVMpJbm1k9JoTtWFEqCvd1uAMCGNhdWNtpxcsiPaCx77zy5gCrVHSvC0nobPr6pFb96rxunhwOyPkaOYlVrM8Kk16iiWPGCCEFEXqyAa1ucuHxZLda3Vir6uDqbKTF8kxNvZYqVtGMl95T4IA2umHNqKowYD7Kq7Q3OFSQ1z6FAsSqquPUQJ+trI6/Xck0GJHvIH93YDIDaAeeKEX8UNqMup4t5oliNUMUqZyI0bp1CkejodEOnYbC2xYn2RgdigohTQ/IGhWQM+SJgGGkptNS578olsOi1eOg1eaXB/V7pe1OXRs3TaBi0uizoUuEUlFzI5mOwqneY8Og958m+yCTU2Y0IsjwC0VhCeXIpGKxcVgNiggi/zPTKAz1emPQaLKmrUPQ8KepBTpTHijzWmKhPmQp0CXazHtGYgEiRhDx4QnKtgESxKu7/ntlybMAHm0mHy5bVQq9lcIgGWMwJI4FoTmoVMHGdQpMBc4fGrVMocTq63GhvtMNs0GJlk5Salsue1bA/iiqrIS8X84VGdYURN65rwlsnRmQlBPZ7wqi1GTN+b1pdVnSroFhFY2SwUj9uPVsmlwQTxUruzgowEQUtd7/jYK8H7Y0O6Mrg57FQIRc/xb5nRQp05YZXkPsVi2rlCcvrlCODZbmGVxwb8GN5vR1GnRZL6mw40k8Hq7lgNMdyYACoincw0sEqd+iOFYUCKdjgQI8HG9pcAICWSgtsRl1Oe1bDvkhJdlil4oJFVQixfKIrKR1SOXDq/SpCW5UFXePBnJeiiWJlzMOOVbbUxn8RDvkiGA/K682ZTKVVfiJZjBdwuN+LNdQGOKfUFsAew2/39eLrvz2U02uKDEhKwisAFMWeVYTjEeEEWeXHBp0GFUZdWVoBBUHE8QEfljfYAACrmhw41EcDLOYCNRQrvVaDSou+6A995hpBEBHhBLpjRaEc6fciGhOwcZ60J6PRMFjRaMfhHE7ghvwR1Jb4ftVkzl9QDYYB3jk9mvG+A54ImtIEVxDmVVkQ4YScF/7zaQXMFhJqMuKPwh1iYTPpFD0/JYrVqeEAIpyANS00uGIumWvFKsLxeOCPx/Dr97rx9qnMr9NUkLAGJT1WAOCLFP5gJbccmOBUmM5ZKvS4QwiyPJY3SO6O9iYHPCEOfSrVY1DkM+KP5pQISKiuoCXBuULcMdQKSCl79nRJwRUb2yYCCNobHTg24AMvZHcCN+yLoq6MFCuHRY9VTQ68e3os7f1EUUS/N5w2uILQmkgGzM0OyMYKb7AioSaSYsUq2q8CJvax5HRZHeihwRWFQHXF3A5WL+ztxWiAhc2ow4PbTmStLpBBQkmPFVAcihVRn+SqcZUWQ1kqViS4ggxWq5qkQxtaFDy7RDge/kgsZ8UKkA5+Rot8/3OuIWXh1ApIKXs6Ot1ocZmnRKOvbLIjwgk4O6I8wIIXRIwGomWlWAHA1oXV2NfjRjBNoIInxCHCCWnLgQkTXVa5Ra4nFKsCsgJWGHWwGLQY8kmKlRIbIKAskexArxd2kw7zqpRFwlPUxaTXwm7SzclgxQsifv72WaxpduAb1y3HwV4vXj82nNVjecMcKozyFVa7SZf4uEInocbJHKycFn1Z7lgdHfBDw0ipsACwrN4GrYahyYCzjBodVoTqitLo2ZtL6GBFoUBSUDq63NgwLS67vTF+ApeFHXAsEIUglnaHVTIuWFQFjhexu3M85X36vZJVpFGGYtVUaYZWw+Tcj8LGpJP5fBQEZwvDMKizS5Hr7pByxcpm1EGnYWQpVgd7pWJghimc8I5yZa66rLYdGUTnWAifu2Qhbl7fjHlVFjz02kkIWSjynjAraweJkFCsimAAIQl/chMPKy2GskwFPDbgw/xqa2KXxKTXYnFtBU0GnGVGArl3WBGoFTB3wqw0WJmoFZBSSkQ4Hu/K2PMh9IyHMRqIYsM815TbF9ZYYdRpcCSLE7ihePFrnQpvdsXExjYXDFpN2u//gEda3JejWOm1GjQ6TejMYAX0RzgcH0z934koVgZdYQ0WtTYjhn1RuIOcokRAQBrMnBZDxtPyCMfjxKAfq2kxcEFQY5v9U2FRFPGT7Wcwr8qCq9vroddq8P8+sBjHBnx45cig4sfzhTlFg1UiFTAirxpgLiGJhyQcJhOVFr3sZM5S4tiAL2EDJKxscuAwDbCYVdQoByZU2wwIsTxCbOG/TguVCFWsKKXI4zs7cfsj72H3udSqyWQ6uqT7Td6vAgCdVoNlDdkFWAz7peGh3BQrs0GL9W1OvJNmz2pAgWIFAPOqrOhOYwXkeAF3P7ob1/3gL4nHng5bgOEVgPTzMeSP71gptAICgMua+aLu6IAPMUGk+1UFQo3NlDhlni12nR3HgV4vPnPxAmg10uHCh9c0YVFtBR567aTiPVJPSNlBgF6rgdWgLS4roEzFymkxwBeJIVbkpc9K8EU49LrDMwarVU0OjAVZDPrmLvWy3BhVUbEidsJRWhKcNdQKSClJXj0yBAB4bGenrPt3dLlhM+qwpM42499WNtpxpN+n+AQuoViV2Y4VAFywsBpHB3wpLWr93gj0WkZ2cXKmkuD/euU49nZ7EBNEPNfRm/Q+XAGGVwCSotnvCSPM8bJ6c6ZTaTEkyoVTcTAeXLG2hQ5WhUDNHOwx/PTtM6iuMOCW9c2J27QaBvd9YAlODwfw0oF+RY/nUahYAZJqVRyDFQujTiM71avSUjzBHGpxfMAPAFgxQ7Ei/Y90z2q2GPFHwTDKyuVTUV0AdRDFDrECmg2Fda2Rb8rrqy0zhv0R7O12w2HW49XDgxiScXK2p9ONdW2ViZPcybQ3OuCPxNAzrixCdsgXAcNA9vBQSmxdVA0A2HkmuWrV7wmjzm6CJsn3OxltVRZ4QlzSC5dtRwbx8x3ncOeWNly4qBrPvN+T9PSdTVgBC+vlX2c3geOl55vNL0aX1ZBRsTrY60WtzYh6mQohJb/U2IwIsXzagBc1OTbgw1snRvBXF8yf0a1yzcp6LKu34eE3TilSXLxh5dZVh1lfFAXBStW4iRCZwv/a1GJ6IiBheYMdGgZ0z2oWGfFH4bIYVDk0rEmkllLFKluIYkV7rCglwxvHhiGKwHduWQ1eFPHke91p7+8Nczg57J9hAySQEziljfLD/iiqrOq82RUba5odqDDq8M6Z5HtWA54IGmXsVxFaXVLkeve0PavusRDuf+4AVjVJKWcf39SKPk8Yb58amfEYZHgppPAKAFNSI5WmAgLSRV2mVMD98eAKSmFQO8tdVj97+ywsBi0+sbltxr9pNAz+7solODcaxG/29cl6PFEU4Q1xcMi0yhHUUKye39OLF2U+z2xxh1jZNkBAsgICKKsAi2MDPlRa9DMcGRaDDgtrKnCEDlazxog/qtoBLrET0gCL7KE7VpSSY9uRQbS4zLi6vQ6XLqnBk7u7Ex1Gydjb7YYoztyvIiypi0fIKh2sfBHUlFGH1WR0Wg02z3elDLDo94Zl71cBwLxqKSK8c9KeVTTG4/NP7gUA/O8d62HUaXHlijpUWQ14KskwXYg9VoCkWBGyUawq41HPqayqvgiHsyNBrKHBFQVDoiR4Fi5eet0h/P5APz6+qRWOFCrMlSvqsLrZgR+8cSrteyUhzPFgeUG5FdCU22Dlj3D4598dxleeP4gzWVRgyMWjUI0jVsByU6yWN9iTpoyuanJQxWoWGQlEVdmvAiZ+B9HI9eyZsALSwYpSAgSiMbxzegxXragHwzC4a+s8jPijaVOv9nS6odUwWNua/ESfRMge6VfmGR/2R8tyv4qwdVE1OsdC6PNMtVAKgoghX0RWIiChNd5lNTly/YE/HsOhPi8e/MgatMT/3aDT4NaNzXjj+PAMCyhXwFZAQqVCa5X0MQbwgpg0ba3fE8ZXXzgEACl/vimzT80sKla/+Ms5MAA+deH8lPdhGEm16nWH8WxHT8bHJMPRbFsBX9zfjxDLQ6MBvv7bQ3lLnvOEWIWDlfw+uVKAF0ScGPLPsAES2pscGPZHMUwDLGaFEb96g5Veq0GlRU8Vqxyg4RWUkmL7iRGwvICrVtQBAC5ZXIO2Kgsef7cz5cd0dI1jRYMdFoMu5X3aGx2Kl3GHfBHUlaliBUh9VgDwzjTVajQQBceLihQri0GHGpsxURL80oF+PL6zC5+5aD6uaq+fct/bzmsFL4h4btoF4kQqYOHFrROyCa8gJ4yT96zCLI//fv0kLn/wLbx+bAhfumIxLozvvVHmnlwHq2MDPvx0+5kZ1tjpuIMsnt7dgw+vbcxovb1kSQ02tFXif/58OmFlSQVJzVOqWDnM+qzj1sW4rXtFgx3fvL4du86O4/k9yYNqcsUT4hTZcskQVi5WwHOjQUQ4IeVgtaop+/5HijJEUcSoiooVQLuscoXuWFFKim1HB+GyGrAhbuvTaBjcuaUNHV1uHE5iTeB4Aft7PIn7p2Jlkx2jAfkncLwgvdnVlrFitbTOhuoKwww7YL833mHlkK9YAUCby4KusRDOjgTwjy8cxPpWJ77ywWUz7je/2oqtC6vw1O6eKcWnxOJUaDtWVqMOFUZpqHcqvFAFJoax8RALURTxu/19uOLBt/Dfr5/CFcvq8PrfXYK/u3IJLQYuICotBmg1TKKSQQ4cL+DlQwP46E934pqHd+DbfzqOD3x/Ox7adiJhPZnOE7u6EOZ4fO7ihRkfn2EY3H/lEgz6Inhqd+a9VED5z6vDrEcgml0s+f4eD44N+HD75lZ8bGMLzptXiQdePoYxlS8ARVGEJ8SltE0moyJe1F0uVsCJ4IqZKboAsKLRDoahyYCzQSAaQ4QTEqETalBjM2I0UB6HBPkgwvJgGMBYYO6YfFNeX22ZwMYE/Pn4MK5YVgvdpIvnj2xogVmvxRM7u2Z8zNF+HyKcgI3z0g9W7Y3KTuDGAlEIYvl1WE2GYRicv7Aa75wZm2LZGYhbAxucyr43rVUWnBkJ4t5f74VBp8H/3L4+5b4UCbHYMWmo4wq0xwqQAiwcZv2Un1u5kO6rHSdHcetPduL/Pb0flVYDnvnsFvzojvUJmySlcNBqGFRZDdjX7cF7Z8cwGoimtLWNBqL44RuncNF33sS9v94r2TuvWYZX//ZiXLOyHj/482l84KHtePnQwJTHiHA8fvluJy5fVoul9ckvgKezdVE1zl9QhR+9eSblsAZMUqwUWgHtZukAIRvV6sn3umE1aHHjuiZoNAy+ddMqBKMxPPDyMcWPlQ6yP6ZEsSJF3eWiWB0b8EGnYbCotiLpv1cYdZhfbaV7VrOAmuXAhOo5qIMoJcIcD7NeW3aHmak9X5Si5b1zY/BHYjOsYQ6LHjeua8Jv9/Xiqx9alkhwAqT+KgAZFasVjfFkwD4fLl9Wl/G5kA6rWhXf7IqRCxZW4aUD/Tg9HMDieEcYUawaFSpW86qs+E2gD6OBKH75V+eltTZd1V4HVzzE4pIlNQAKd8cKAOpsJmS7LkIuAL//+klUVxjwnVtW4dYNLUmrAyiFw+pmB14/Nox345UEToseC2sqsKimAgtrrWhyWvD6sSH88eAAWF7ARYur8R83rsRly2oT/20fvm0d7tjchn/+3WHc++u9uGBRFf7l+nYsrrPhuT29GA+y+NzFCxQ9r/uvWoJbf7ITj75zDp+/bFHS+3jD0gCRjRVQ+nhOUVCLN8zhpYP9uGldc0LdXVxnw19fshA//PNp3LK+GReoZHWdKAdW9rVVWvRwB8tDsTo64MOi2goYdamtTisbHejoHJ/FZ1WekAFIzVoXagXMDTJYlRt0sCpBth0ZglmvxUWLZ/6Cvev8Njy1uxvPdfTiM5MuNPZ0jaPJac5oSyMncHIVK2LxqStjxQpA4mLnndOjicFqwBOGSa9RvPg+v1qKXP/CZYtw6dLatPc16rS4dUMzHv3LOQz7I6i1TXRFFaJidef5bSnLlDNR7zDhosXVWNFoxxcuWwSbSbmdkDL7/OzOjej3hnFmJIjTwwGcGQng9HAAbxwfwjMd0s9ChVGH2ze34hNb2lKqA5vmu/CHL16IJ3d343uvnsA1D+/APVvnYdvRIaxrdWLTfJei57VxngtXt9fhwW0nsKDaimtWNcy4z0R4hbKdQDJYKQ2w+O3eXkQ4AXdsbp1y++cvW4SXDvTj6789hFf+9mJVdhpIAIXSr63Skrn2oFQ4NuDD1oXpB9lVTQ78/kA/xgJRVJVhlyPh/c5xrGpy5G3fhiSLqqpY2QyJnj2rkV4uKyXMCmW3XwXQwarkEAQRrx0dwsVLqpP+QC9vsGPTPBee2NWFT144H1oNA1EUsafLjc3zq2R9jvZGO/b3eGTdlypWEi0uC1pcZrxzZgz3XCClkg14I2h0mBXL5FeuqMOPbl+Pq9szK4YAcNt5LfjZ22fx/J5e3HvpIkRjhRleAQAfSnLxKheDToMnPrVZxWdDmQ00GgbNlRY0V1oSqirBE2LRNRbCwtqKhEKTDp1Wg7vOn4drVzXge9tO4BfvnIMoAl/70PKs7Cjf/9ha3PmL3fjS0/vwiFGX5Plx0GkYWBXGCU9WrOQiiiKe3N2N1c0OrGyaWhlg0mvxwE2rcMcj7+FHb57G/VctVfR8kuENZZd46LTo0ZUhTKQUGA+yGPJFU+5XEdrj/Y+H+30zfn7KhSP9XnzkJztx76ULk+4Dq0E+rIBkX2s0EKWDVRZEOL7sotYBumNVchzq82LQF8FVK+pT3ueurW3oHg9h+8lhAECvO4whXzTjfhWhvdGBXndYlo+eKFZqvtkVKxcsrMaus2OJhfU+T1hROTDBpNfi2tUNsveQFtRUYMsCF56Oh1hwvAC9lik73zOl+HBaDFjT4pQ1VE2mqsKIb9+8Gr/7/AX4p+tWJNJRlWIx6PDoPedhca0Nn3uiA7vPTbV0ecMcHGa94teSPYvBak+XGyeHArh9U2vSf79gUTVuXteEn2w/g1NDfkXPJxnuLAerSosBnnDpK1YkuGJFQ/pevMRechnvWT29W0qmffr9noxJm9kyGohCp2GyCj5KRTUtCc6JcrUC0sGqxNh2dBBaDYPLl6W2iF3dXo9amxGPvSuFWOyRuV9FWBk/gTsqo89qyBdFldVQkLaz2Wbromr4IzEcjn/fBrxhNCiIWs+Fj29qRfd4CO+eGQMXEwouEZBCyQerm5341IXzoclhz85h1uPwEAMJAAAf1UlEQVSJT21Ck9OMT/7yfRzsnVDrPWFlqXmTHxOQSqvl8uR73agw6nD9msaU9/n6tcthNerwtd8empIEmg1kOFISXgEATmv6ou5ceef0KK548C2cGMx9eMyFTImABIdZj7YqS9kOVmGWx4v7+7CgxorxIIuXDw3k5fOM+KOorjDm9FqfDlGsRvylf1CQD8IsHawoJcC2I0PYNM+VtgdIr9Xgjs1t2H5yBOdGg+joGkeFUYdl9cm7OKajJBlwxB8p60TAyWxdONFnxfEChv1RReXAuXB1ez0qLXo8tbtbUqwKMLiCQilUqiqM+NWnN8Np0ePuR3fjZFwR8oY4xcEVgHIroCfE4g+HBnDjusa0lqSqCiO+9qHleL/TjWdkFByn/5zZdXQ5zQawMSHRYaMmMV7AN39/BGdGgvjCk3vTJjbmm6MDPtTajLL2plY2Oso2GfDlQwPwR2J44MZVWFBjxWNJUonVQM1yYEINVaxyIszxMFErIKWYOTsSwKnhAK6SsXvz8c0t0GsZPLGzCx2dbqxrdcpOT3NZDWh0mGR1cwz5oqgr4w6ryVRXGLGs3oZ3z4xiyBeBKEJROXAumPRa3LK+Ga8eGUS/N0IVRApFIQ0OM3796c3QazX4xCPvoWssCG+Yy8p6ZNRpYNBqZA9WL+ztAxsTcPumtoz3/ciGZmye78K3Xz6WU1S0J8TCrNcqXj6vjCt4+eiyem5PL04PB3DP1nk4NRzAv/3hqOqfQy7HBvwpi4Gns7JJvn2+1Hj6/W4sqLZiywIX7trShgM9HhyQuaOthJFAFNUVyovl00ESO2nkenZEOB5mfflda5TfV1zCvHZ0CABmxKwno9ZmwjUrG/BcRw9ODPll2wAJKxodOCJDsZKS6OhgRdi6sBodnW50jkrL3bOlWAHAbZtaERNE/Pn4MLUCUihZ0FZlxa8+vRkcL+COR95DvyesODUPkPqe7Ga9rFRAURTx5HtdWNfqTNRdZHrsb928ChFOwOd/nb2q4w5xivergIkUQXeW6Z6pCLExPPTaSWxsq8Q3r1+Bv75kIZ7a3Y0/HsyPtSwdbEzA6WElg1W8pkSGfb6UOD3sx/udbnzsvBYwDINbNjTDatDi8TyoVvlQrPRaDSoteqpYZQndsaIUPduODmFlkx1NMi/W7zq/Df5oDKIIbGxTFkW8ssmOs6NBBKOpCy55QcSIP1r2UeuTuWBRFaIxAX881A9g9hQrAFhUW4FN813gBbEgO6wolGJgSZ0Nj39yMzwhDmNBNisrIAA4zDr4wpkLgnefG8eZkWDK0IpkLKypwIMfXYP3u8bx2Sc6EI0pH648IS6roZEoVh6VFaufv30OI/4ovhpPeLz/qiVY2+LEP/7mIHrGZzeF8MxIABwvZtyvIqyM2+fLzQ74zPs90GkY3Ly+GQBgM+lx0/omvHSwP+tajWQIgojRAJuXkKxC7rLa2+3GtT/Yget+uAN3Pbob9z2zH//+h6P40Zun8dTubrx6ZHBOdxHDLE0FpBQxw/4I9na706YBTmdDWyVWNNihYYC1rU5Fn6+90QFRBI4Ppj6BG/RFIIg0an0ym+a7oNUw+MMB6ZR1NhUrAImLs0KMWqdQioVVzQ48es95MOu1aK7M7jXsMOtlWQGf3N0Nm0mH61anDq1IxvVrGvGdW1Zjx6lRfOHJfYlicLl4w2xWNkey36tml9WIP4qfvn0G16ysT7gr9FoNfvjxdYAIfOlp5V9fLkwkAspTrCqtBjQ5zWUVYBGN8Xhhbx+uXFE3ZeC56/x5YGMCnnk/tx3AybhDLHhBTIRNqEmNzViQVsAj/V7c8+huuIMsqiuM8IRYvN85jqd2d+O7r57AV39zCJ97Yg+u/u+38ffPHVBdQZZDmONpjxWleHnj2DBEEbL2qwgMw+Dfb2zHoV6v4jhjYm043OfDhiRq1+lhPz73xB5oNQzWtiizGZYyNpMea5od2Nvtgc2kU/x9z5UPrqyH4/d6umNFoeTIpvku7PraFbBl+Rq2m/UYC6S/2BkPsvjToUHcvrk1q5Pfj25sQZjl8c3fH8H9zx7A9z+2VvYurTvEYUld8jLmdDgTipV6F3IPv3ESbEzAl6+e2s/V4rLgWzevwhef2ofvv3Yybx1J0zk24INBp0mUtcthVZOjrAar144OYTzI4rZpSuuSOhu2LHDhV7u68NmLF8j+eUzHaPx1VGNT3wFSXWGU3ds5W5weDuCuX+xGhVGHZ//6fDRXWqb8e4TjMR5kpfePwwP46fazeOvEML55fTuuW90wa1UrEWoFpBQz244MotVlwdI6edYEwoY2V6KwVgn1dhNcVkPSPauXDw3ghv95B94wh19/ejNWNafv+Sg3LlhUDQBodMyuWgVIIRbfvH4F7ticeQmeQqGkx2HWZx3vLEexemFPL1hewO2b5dsAp3P31nn4hw8uw+8P9ONrv5Efw+4JcXCYlVsBnWaiWKljBTwzEsBTu3tw++ZWLKiZOehdv6YRt53Xgh9vP4O/nBpV5XNm4tiAH0vrbLK7BAHpMLJzLKQoYr+Yeeb9HjQ5zbgw/vtuMnefPw99njD+fHxYlc+Vj3JgQqFZAbvHQrjjkV1gGAa/+vTmGUMVIP2eb3SasbLJgS9fvQwvffFCNDnN+OJT+/DpxzrQ7wnn/XlyvACOF+lgRZkbOjrHc/KIB6IxvHN6DFetqJu1kwiGYdDeaJ+SDBjjBXz75WO499d7saTehj988SJsWVA1K8+nmNi6MD5YOedm9+zm9c05XahRKJTccZj1aS+yRVHEk7u7sbGtEksUHphN528uXYgvXb4Iz3T04N/+cDRjx5QoivCE2KzCKww6DSqMOtWsgP/1ynGY9Vp86YrFKe/zzevbsbCmAvc9uz/vF8GiKOLYgE/2fhVhZZN0wHhERppusdMzHsKOU6P46MaWpIrUlSvq0OAw4fGdnap8vpFABEB+BqsamxEhlk+7Tz5bDHojuOMXuxDhBPzq05uSHjQkY3mDHb+59wJ849rlePfMGK58aDse39mZc9ddOkgRNN2xosw6vCDiK88fxDUP78CzHT1ZlSpuPzEClhdkpQGqSXujA6eG/YjGeIwGorjzF7vx07fP4s4tbXjms+ejfhaDGYqJ9W1OWAxatLpmnjRRKJTywBFPBZx+cSMIIoZ8Ebywtw/nRoOqHYLcd+USfOrC+fjlu5347qsn0t43yPKICWIiiEIpTot+RniFKIqIcDzcQRYD3jB4GRd173eO49UjQ/jrSxagOs3+jNmgxf/cvg7eMIf7nz2Q1wvGEX8UY0FWdiIgITFYyUjTLXaeeb8HGgb46HnNSf9dp9Xg9k2t2HFqFGdHAjl/PqJYqR23PvkxsxnYh30R/OIv5/Dw66dweji3EInRQBR3PLIL7iCHxz+5SXbvKEGrYfDpixZg230XY31bJf75d0dw60/ezVu4RbiMByu6YzXHaDUMHvvkJvz9cwfwlecPYtuRIXz75lWKTl62HR2Ey2pQHJmeKyub7OB4Ec919OJHb57GeJDFgx9Zg1s2JH8zpUgYdVo8+zk6eFIo5YzdpIcgAg++dgLDvij6PGH0ecIY8ETAxoMYam1GfGhVgyqfj2EYfOPa5QhzPP73rTOwGLT4wuXJVSCy6O7MwgoIAJUWA147OoRLvvsmQiyPMMsjxMYwed5ZUleBr1+7ApcsqUn6GKIo4lsvH0Od3YhPXbgg4+dcVm/HP123Av/04mF8b9sJXLu6AXV2E1wWQ9Z2zWQcjQdXKB2sqiuMaHCYSj4ZMMYLeG5PDy5dWouGNHb32za14gd/PoUndnXhm9e35/Q5R/xRmPSavOwsk1Tjzz2xB1csr8WlS2uxrsWZ0gbqj3B45fAgfre/H++eGYUgAgwDfP/1k1jeYMcNaxtx/ZpG2enNgFREfucvdqPPE8Zjf7UJa1qUhY1NpsVlweOf3ITf7uvDv/3hKK55+G3ctK4Z/++KxWitUu+wN8JK72HlaAWkg1UB0OKy4KnPbMGj75zDf716Ah/877fxrZtX4WoZChTxKV+zsl6VJVAltMcjZL/x4mG0uMz4zb1bE7dR0kNOLykUSnlCLmJ+9OYZ1NqMaKo0Y1WTAx9cWY9mpxlNlWasbnaqmqrFMAz+44aVCLM8vrftJH5/oB+XLq3FpUtqsHGeK1HDQHa/srECAsCd57dh25EhWAxaWAxamA1aWA06mON/F0XgsZ2duPvR3bhkSQ2+ce1yLJ5md3zl8CD2dXvwnVtWyT71/sTmVuw8M4r/fesM/vetMwAAnYZBrc2IWrsJtTYj6uwmrG1x4ro1DTDqlH9vjw1IJ/zLFSoGgPQ7c1+3B+4gm0hPLDXeOjGCIV8U/3ZDS9r71cQPDZ7v6MXfX7UUVoVD0Yg/iv09HuzrduNPhwdRXWHMyyrElgVV+Oo1y/DGsWH8ZPtZ/OjNM7CbdLhoSQ0uW1qLS5bUwGHWY/vJEby4rw+vHxtCNCag1WXB5y9bhBvWNsFu1uGPBwfwu/39+M8/Hcd//uk4zptXiQ+vbcKHVtajKo0aG4jGcM8vd+PMcAA/v3sjNquwXsEwUgT+pUtr8eO3TuPxnV343f4+fPS8Fnzx8kVpB2K5JBSrMhysmGysZ6XAxo0bxY6Ojrl+GjM4OeTHfc/sx5F+H25Z34xvfngF7Kapv9zOjgTwp8ODePXIIA72eqFhgF9/egvOXzi7+0yCIOIDD23HvGorHvromqw6TygUCqUcEUWp589h0Wd1gZ8LMV7AE7u68PqxIew+Nw6OF2ExaLF1YTUuXVoDg06Drzx/EM9+7nxsmq+s41AubEzA4zs78fAbpxBieXx8Uwvu+8ASVFUYwfECrnxoOww6DV7+0kWKQiJ4QcT+Hg+GfREM+6MY8kUw5Iti2B/BsC+KQV8E3jCHOrsRn7xgPm7f3AqbSf4A+aWn9mFPlxvv/OPlir/mZ97vxj+8cAh6LYPLl9XilvXNuGxZbUmltH76sfdxoNeLd//x8oxf154uN2758bt44KaVaQOVeEHEwV4P9nV7sK/Hg/09bvSMSwEMOg2D5Q123LapJe+hTN4wh7+cGsVbJ4bx1smRhAXRatAiyPJwWQ24bnUDbljbhPWtzqSDXvdYCC8d7MeL+/pwajgArYZBk9MMg04Dg1Yz9f91GvS6QzgzEsSPbl+PD67Mz7rHkC+S6L5iGAZ3bG7F31y6ELVZpCz2e8J4+dAAXtzfh8N9Pjz+yU24OIUqXWwwDLNHFMWNGe9HB6vCg40J+OGfT+FHb55Gg8OM735kNZxmA145MohXDg/g5JDkSV7T4sQ1K+vxwfZ6zFMQ+6omgiCqarOgUCgUyuwRjMbw7pkx6WLxxAj6JiWGbbvv4pyDMzIxHmTx8Osn8av3umHRa/GFyxdBq2HwH388hkfv2YjLl8mvEJGDKIrYcWoUP337DN45PQabUYc7trThkxfMQ62MMvsrH9qOtioLHrn7vKw+/9F+H17Y24vf7e/DaICFy2rAh9c04tYNzWhvtOctgGrAG8bbJ0dww9qmvHULDXoj2Pqfb+CvL1koK/peFEVc98O/IMaLeOVvL5rxtXtDHJ7t6MFjOzvR65Z+LhscJqxrdWJdSyXWtTqxsskxJ11JoijiSL8P20+OoNcdxlUr6nDh4mrZQ7Ioijg+6McfDvajzx0GywtgYwJYXgQb4+N/FiAIwL2XLVTcY5cNve4QfvjGaTy/txd6LYO7t87DTeuaUGczwWnRp/zZHPRG8PKhAfzhYD/2dkvR9Cub7Lh+dSPuuWDerB8c5Qs6WGWgkAcrwt5uN+5/9gDOjQYBABoGOG+eCx9cWY+r2+vROMvlshQKhUIpXURRxJmRAN46MYJBbwRf/dDyWbOYnx4O4FsvH0tEcG9Z4MJTn9mS16TbQ71e/PTtM3j50AB0Gg1uXt+Ez1y8AAuqrfBFYvEuoCjGgxzGg1JoxYPbTuLeSxfi/quWZv4EaeB4AW+fHMELe3vx+tFhsLyApXU2fGRjMz6ysQWOLMqZkzEaiOLHb53BE7u6wMYEbGirxM/v2ghXHqyIP3zjFB587SS2f/lStFXJO+x99v0efOWFg3j6s1sSKcKnh/34v3c68Zu9fQhzPDbNd+GOza3YNN+lik2Nkp7O0SAefuMUXtzfBzIiGLQa1NiMqLEZ49ZaI5xmA947N4b3O90ApL3D61Y34NpVDXN22J9P6GCVgWIYrAAgxMbwxM4u2M16XLmiLm0yEoVCoVAoxcyOUyN4YmcX7r9qKZbW51ctI3SNBfHIjnN4tqMHLC9Ap2HA8cmvjSqMOjx6z3mqWiQ9IRYvHRzAC3t6sb/HA7NeixvXNeHurW2K098mP+bP3j6L/3unEywv4Jb1TVjbUol/fekIGhwm/N9fbVJUcJwJQRBx8XffRKvLgic/s0X2x4VZHlu+/Qa2LqzCrRua8ct3O7Hj1CgMOg1uXNuIu7fOo7vbc8S50SAO93kx7JestCO+aOLPw/4oPCEOy+ptuHZVAz60ugELZca/Fyt0sMpAsQxWFAqFQqFQ8s9YIIpnOnoQiMTgshoS/6uyGlFp1aPKasx7fPThPi+e2NmFF/f3IRoTsHm+C3dvnYerVtTJ2jXzRzg8+pdOPLLjLAJsDNevbsTffmBxovNob7cbn3msA7wo4ud3bcR589QZEHecGsGdv9iNH3x8HT68Rplt7VsvH8PP3j4LAKi3m3Dn+W247byWtKEOlLknxguK9h+LHTpYZYAOVhQKhUKhUAoRd5DFsx09eGJXF3rdYTQ4TLhjcyvaGx3geAEcLyImSHs5MUEExwsY8UfxxK4ueEIcrm6vw31XLkmqeHWNBfFX//c+et1hfPcjq3HD2qacnuugN4IvP38Ah/u82PW1KxTv1Az7IvjPPx3HZctq8cGV9SUV5kEpHehglQE6WFEoFAqFQilkeEHEm8eH8dhOySKXiUuW1OD+q5ZgdXP6riNPiMVnH9+D3Z3j+PLVS3HvpQsV7bN5wxxeOTyAF/f1Y9e5MYgi8OWrl+Lzly2S/RgUSjFBB6sM0MGKQqFQKBRKsdAzHsJoIAq9VgO9VgOdloEh/v96rQZGnUZRdHw0xuMrzx/E7/b342MbW/AfN61MqxZFOB5vHh/Gi/v78ObxEbC8gHlVFtywtgk3rG1M2A0plFJE7mD1/9u7/1jJyvqO4+/vLu66gOy63UWW379CU7pFsm5pJZVaW9GFBhuqxVZQrCl/lLRFWjVpY0JoMTUlVDHpD2IUVCy0/GGrbaBtdEPBtsvaoF0xVkDrsvzYFdhWBBfW++kf59zucO/M7N477Z1f71cymWfOnOc5z5nvPffM95znnPEHgiVJkkbcCWsP54S1h/+ftbfysOV86JKzOWnt4dz4+Qe5f+dejj5qJTMJMzMQwkyAwEzC1x//Lt/dt5/1L1vJpT95Em86+1jOOn71/+udG6VxY2IlSZI0haqKq8//YU5edwS3/uu3+d6+/Syroqp5r4Bly4rDqnjjxmO46OxjOfe0dUt2G35p3JhYSZIkTbGLNx3PxZuOH3Y3pLHnrVckSZIkaUAmVpIkSZI0IBMrSZIkSRrQxF1jVVXXAE8DTyb51JC7I0mSJGkKTNQZq6raBDyX5MPAa6tqxbD7JEmSJGnyTVRiBWwB7m3LDwLnDLEvkiRJkqbEpCVWxwJ72vJTwIYh9kWSJEnSlJi0xKpTAXnRhKorqmp7VW3fs2dPj2qSJEmStDCTllg9Cqxry2uBxzrfTHJTks1JNq9fv37JOydJkiRpMk1aYnUncG5bPh3YNsS+SJIkSZoSE5VYJfkSsKqqrgK2Jnlh2H2SJEmSNPkm7nesklw77D5IkiRJmi4TdcZKkiRJkobBxEqSJEmSBmRiJUmSJEkDMrGSJEmSpAGZWEmSJEnSgEysJEmSJGlAlWTYfRiKqtoD/Oew+yHWAd8Zdie0YMZt/Biz8WPMxo8xG0/GbfwsdcxOSrL+YDNNbWKl0VBV25NsHnY/tDDGbfwYs/FjzMaPMRtPxm38jGrMHAooSZIkSQMysZIkSZKkAZlYadhuGnYHtCjGbfwYs/FjzMaPMRtPxm38jGTMvMZKkiRJkgbkGStJkiRJGtBhw+6ARltVLQfeATwNbEzy+1V1Tfv6ySSf6pj3kiS3t+UTgdcDTwGrkny6T/t/COwGvpLkrqp6O3BBO8sjSX6nR93jgKuB7wN/lmRnVd0KrAT2A6uTbBnsExg/Ix6zjcCZwGrgsSSfa6evAn4uyWcHW/vxNaS4LQN+HdhLcyvZ63rUnbetdbx3W5K3Drb242mUY9bWf9F2VVXnARtoDqruSnL3QB/AGBpSzH4TuLBdxinAm5I8foh1jwNe186yLMktA38IY2aUY9Ztue3rdwHPAK9K8t7Fr/34GuW4VdUpwGtovi8+keRvurW3qBVP4sNHzwewBbi4LV8NnAe8r339UWBF+3gH8PGOer/HgaGm7waO6tH+xcAlbfkT7fOlh9i3DwPH0HxJv7GddmH7fBRw0bA/P2M2r+6fdyzjY+3z0cAfA5cP+7Obwrj9CnBmW+75+Xfb1trpZwH3DfuzM2Zd687broD3d5SvGfbnN0Uxu7Dj/cv69K1b3Q8Ca9vyx4b9+RmzeXW7Lfdc4IK2fPmwPz/j1rXubwGb2/LNvdpbzMOhgDqYnTRnf2b9DHBvW34QOCfJ82mOolXHfMuBV7flw4Hne7S/paO9Z6vq+AX07Ywkjyf5L+A0gCR/2773C8CdC2hrkoxyzL5Mk/RCc/aDJLuBv15AG5NqGHHbkuQBgCQ39+nbvG2t9aPAV/uu1WQb2Zj12K7OqKp1bXlaR6wsecxm90tVtYn+20u3eP8b8PJ22vf7rdgEG9mY9VjuLwL3te/f3H/VJtrIxg34SJLtVbWC5sxi1/b6rl0P0/qPVYcoyQ5gR/vyVJo//j3t66dohpV0cz1wV1V9DfhMkl47hGO7tVdV7wROAL6Z5JM96q7oKK+cLVRVAeuT9NoYJ9ooxyzJn7Tznsl0fyGfZ0hxO6qqrgSOBPYl+VCPuvO2tao6B/gX4A391muSjXjMurkWuLuq/hG4cQH1JsaQYvZI+/pnk/xRn+7Nq5sDw6PWd7w3VUY8Zt2cDPx8Va0F1iR5/wLrT4RRjluSmaraAHwAmP0f2q+9Q2ZipUNSVZcANwC/3TkZ6HVbyXOB62iObl8B/F1VvRlY0zHP9rmLadu7F3g0yb6quqWq7gDeNmfez/ZZ9k8B3+q7QlNgFGOW5ImqegnNkaEbFrFaE2+J43Yi8FdJdlfVTVW1GnjLnHl7bWsnJ9nWHMeYbqMYsyRPdFnuG4E3A1fRnNW//mDrNqmWOGaz17ut7Vj+IddtXUrzJXBqjWLMktzfZbkvA7Yl+WpVXVtVJyb59sHWb1KNatySPNZeC/fxqvq1Xu0tlImVDqo9Mr0zycNV9SiwDvg6zR/ujh7V3pDkPW39U6tqY5I7urQ9296utr3HaE4Dv9DOsj/JczTjcefWfaHjZecRjfOB25lioxqz1juBP007kFkHDCFuu9ohY9AcqXtpkoNua+0QiZmqei1wTPt8T5L9c+tOulGNWQ8ntsMIr6iqu5jSxGoIMYPmy+Ku2fkWUreqfhn4dJJ9i1jdiTCqMevhOzTD4GifNwBTmViNatzas1VPJnm+beeVQK/2FsRrrNRXVR0BnJ7ki+1RgHto/mgBTge29ai6t6P8CL3Hht/Z0d6qJLtoLrhe3U7rtyP5RlUdXVVrgIc6pm/kwJjZqTPKMauq1wGfT/JsVb3+oCszRYYUt3+vqlPbaSvpPdToRdtakkeS3JFkK/B4kq1TmlSNcswOttwHF1BvYgwpZnBo+6V5davqlcDD7dn+n66qlX3qT6QRj1k3dwOb2/I64OFFtDH2Rjxu7wU2teUfokl8e7W3IJ6x0sH8KnBeVV1EM0b2cmBVVV0FbE3yQjUX/70N+PGqenWSfwb+oqouA74HPJOk1078M8AH2i8Kt7bTbgDOr6qX0v+mBh8E3kNzcWTnkddn2+VOq1GO2W8A+9rhY0cC/1BVr6AZlnRcVf1Tkof61J9kw4jb9cC7q+p+4AtJZnrU7bqtVdWPARur6peS/OXiV31sjWzMemxX97TDYlYCnxt89cfSMGIGzRn9vd2r9K17Jc11dQCnJPmJBa7vJBjZmPVY7i3A77YHoh5OMpXXxjHCcQNuAl7T1r23PXDRq70Fmb2doSRJkiRpkRwKKEmSJEkDMrGSJEmSpAGZWEmSJEnSgEysJEmSJGlAJlaSJPUwjbe3liQtjomVJGmqVNUJVfWq9nFBVV1WVX8wZ563t8Ur29dr2udXLHF3JUljwsRKkjRtngLOp/ldru00v1nytTnzHFlVm4DTquo84H1VdTltoiVJ0lwmVpKkabMf+EqSLyfZPfdHdqvqrTQ/aPkcsCPJ3cC3aH748z+WurOSpPFw2LA7IEnSEpsBNlbVcmANsBOo2TeT3FZVZwBn0yRhAD8CvKVzPkmSOnnGSpI0bQI8A2xN8okkX6B7wvQDDuwnv0kzbDBL00VJ0rgxsZIkTZsAu5P8d8e0/90fVtVqDiRQZ1XVu4CTgQ2435Qk9eBQQEnStJmhY/9XVS8BlrfllwNbgIeAvwe+0c77pST3V9UpS99dSdI48MibJGnarASuq6ptVXUfcBuwAiDJ08ADwA+S7AVOormRxY42qXK/KUnqyjNWkqRpswy4NMkXZye0t1anqtYD+5Pc3r71ADCTZH9VHQMcseS9lSSNhUq8DleSpG6qquKOUpJ0CEysJEmSJGlAjhWXJEmSpAGZWEmSJEnSgEysJEmSJGlAJlaSJEmSNCATK0mSJEkakImVJEmSJA3ofwBOJyx/B4qWagAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9c2deb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_trend(['范冰冰'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa80dd30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_trend(['华谊兄弟'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from opendatatools import stock\n",
    "stock.set_proxies({\"https\" : \"https://127.0.0.1:1080\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_stock,msg = stock.get_daily('300327.SZ', '2018-05-01', '2018-07-30')\n",
    "df_weibo_index, msg = sns.get_weibo_index('华谊兄弟', '3month')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa86bc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif'] = ['FangSong'] # 指定默认字体\n",
    "mpl.rcParams['axes.unicode_minus'] = False # 解决保存图像是负号'-'显示为方块的问题\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "\n",
    "plt.figure(figsize=(14, 8))\n",
    "\n",
    "ax = plt.subplot(1,1,1)\n",
    "\n",
    "time   = [x for x in df_stock['time']]\n",
    "values = [float(x) for x in df_stock['percent'] ]\n",
    "ax.plot(time, values, label='股价涨跌', color='blue')\n",
    "ax.legend()\n",
    "\n",
    "ax2 = ax.twinx()\n",
    "time   = [datetime.datetime.strptime(x, \"%Y%m%d\") for x in df_weibo_index.index]\n",
    "values = [float(x) for x in df_weibo_index[df_weibo_index.columns[0]]] \n",
    "ax2.plot(time, values, label='微博热度', color='red')\n",
    "ax2.legend()\n",
    "\n",
    "plt.xlabel(\"日期\")\n",
    "plt.ylabel(\"change\")\n",
    "plt.title('股价和热度对比')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
